{"@context":"https://schema.org","@type":"Dataset","name":"The Verinode Score: public readings","description":"Independent capability readings for restoration software, computed from the public record. Operators define which capabilities count and how much each weighs; Verinode Research maps each vendor against them on dated evidence. The score is a weighted total: Verinode Research's structured assessment, an opinion on a published method.","url":"https://hub.verinode.ai/research/scores.json","license":"https://creativecommons.org/licenses/by/4.0/","creator":{"@type":"Organization","name":"Verinode Research","url":"https://verinode.ai/research"},"isAccessibleForFree":true,"citation":{"attribution":"Verinode Research","format":"Verinode Score, [vendor], [category], [Month YYYY], [provisional or final]","note":"Every reading carries computedAt and a provisional flag. They qualify the number and travel with it: a score quoted without them is quoted wrong. Link to the methodology where a link is possible.","methodology":"https://verinode.ai/software/methodology","humanReadable":"https://hub.verinode.ai/research/scores"},"coverage":{"scope":"Restoration software only. Verinode Research also scores equipment, materials, insurance and services for members, but the capability rubric published here is built for software and those readings are not part of this dataset.","publishedVendorTypes":["software"],"publishedDimensions":["market_trust","integration_ecosystem","switching_cost","ai_innovation","risk_compliance","industry_alignment","operational_fit","vendor_trajectory","esg"],"withheldDimensions":["cost_position","peer_intelligence"],"withheldReason":"Cost position (what peer operators actually pay) and peer intelligence (how operators running a tool rate it) are built from operator contributions. They are available to Verinode members and are not licensed for reuse. Not because they are the secret, but because they are not Verinode's to give away. The composite published here is recomputed over the published dimensions rather than derived from the member score, so the withheld figures cannot be recovered from it.","evidenceBar":"Every reading in this dataset clears a minimum evidence bar. A vendor whose capability set is too thinly evidenced to read honestly is absent rather than annotated, so this is not a complete list of tools in a category. Per-vendor confidence and coverage figures are internal completeness measures and are not published.","limitation":"A reading assesses capability as evidenced in the public record and vendor documentation, not capability as experienced in production. Capability testing against a published rubric is on the roadmap and is not reflected here. A reading stays provisional until its category is both operator-weighted and peer-rated.","independence":"No vendor pays for placement, sponsorship, or scoring influence. Verinode Research is funded by operator membership and takes no vendor advertising."},"disclaimer":{"text":"About these ratings. Verinode Research ratings are opinions, not statements of fact. Each is as of its reading's date. The Verinode Score is Verinode Research's structured assessment of a product against capabilities that operators weight, on the evidence and method published at verinode.ai/software/methodology. The same evidence and weights reproduce the same reading. Ratings are not a certification, not an endorsement, and not advice to buy or avoid any product. Do not choose a vendor on a rating alone. They are provided as is, without warranty of any kind, including accuracy, completeness, merchantability or fitness for a particular purpose; the Terms of Service at verinode.ai/terms-of-service govern their use. Verinode is independent of every company it rates. No company pays for inclusion, placement or a score, and Verinode takes no vendor advertising. A company can correct a factual error or publish a reply by writing to research@verinode.ai; the process and its clock are published at verinode.ai/software/methodology/corrections, and every correction is logged at research.verinode.ai/corrections.","asOf":"Each reading is as of its own computedAt."},"generatedAt":"2026-09-27T16:54:12.066Z","count":152,"scores":[{"vendor":"Rippling","slug":"rippling","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":8.7,"scoreLabel":null,"provisional":true,"productCapability":3.8,"computedAt":"2026-09-11T00:20:16.604+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.89,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.69,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.68,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Birdeye","slug":"birdeye","category":"Marketing Automation","categorySlug":"marketing_automation","score":9.2,"scoreLabel":null,"provisional":true,"productCapability":4.4,"computedAt":"2026-09-11T00:22:03.411+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.75,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.84,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.31,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Stripe","slug":"stripe","category":"Payment Processing","categorySlug":"payment_processing","score":9,"scoreLabel":null,"provisional":true,"productCapability":4.5,"computedAt":"2026-09-11T00:21:26.217+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.69,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.33,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.89,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.25,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"DASH","slug":"dash","category":"Job Management / ERP","categorySlug":"job_management_erp","score":8.3,"scoreLabel":null,"provisional":true,"productCapability":3.4,"computedAt":"2026-09-11T00:20:35.785+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.14,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":4.8,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.8,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Encircle","slug":"encircle","category":"Field Documentation","categorySlug":"field_documentation","score":8.4,"scoreLabel":null,"provisional":true,"productCapability":4,"computedAt":"2026-09-11T00:36:08.463+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.13,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.15,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":4.5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.74,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Xactimate","slug":"xactimate","category":"Estimating Software","categorySlug":"estimating_software","score":8.8,"scoreLabel":null,"provisional":true,"productCapability":4.4,"computedAt":"2026-09-11T00:19:56.167+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":2.75,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.23,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.56,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Restoration Manager","slug":"restoration-manager","category":"Job Management / ERP","categorySlug":"job_management_erp","score":8.3,"scoreLabel":null,"provisional":true,"productCapability":3.7,"computedAt":"2026-09-11T00:21:18.172+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.73,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.55,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.35,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":4.55,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.59,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"ADP","slug":"adp","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":8.3,"scoreLabel":null,"provisional":true,"productCapability":3.8,"computedAt":"2026-09-11T00:20:14.455+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.75,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.58,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.87,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Leap","slug":"leap","category":"CRM","categorySlug":"crm","score":8.2,"scoreLabel":null,"provisional":true,"productCapability":3.5,"computedAt":"2026-09-11T00:17:23.325+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.21,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.19,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.44,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"EagleView","slug":"eagleview","category":"Roof Measurement & Aerial Imagery","categorySlug":"roof_measurement_aerial","score":7.9,"scoreLabel":null,"provisional":true,"productCapability":3.6,"computedAt":"2026-09-11T00:18:10.128+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.6,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.77,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.92,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.66,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"magicplan","slug":"magicplan","category":"Field Documentation","categorySlug":"field_documentation","score":8.8,"scoreLabel":null,"provisional":true,"productCapability":4.1,"computedAt":"2026-09-11T00:19:00.086+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.96,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.7,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.58,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.9,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Square","slug":"square","category":"Payment Processing","categorySlug":"payment_processing","score":8.5,"scoreLabel":null,"provisional":true,"productCapability":4,"computedAt":"2026-09-11T00:21:17.539+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.88,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.75,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.31,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.09,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Trainual","slug":"trainual","category":"Training & Knowledge Software","categorySlug":"training_knowledge_software","score":8.3,"scoreLabel":null,"provisional":true,"productCapability":3.5,"computedAt":"2026-09-11T00:17:16.384+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.82,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.74,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.12,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Clean Claims","slug":"clean-claims","category":"Field Documentation","categorySlug":"field_documentation","score":8.6,"scoreLabel":null,"provisional":true,"productCapability":3.9,"computedAt":"2026-09-11T00:20:20.668+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.37,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.53,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.75,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"PSA (Canam Systems)","slug":"psa-canam-systems","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.6,"scoreLabel":null,"provisional":true,"productCapability":3.3,"computedAt":"2026-09-11T00:21:34.474+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.78,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.54,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.32,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":4.5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.69,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Xero","slug":"xero","category":"Accounting Software","categorySlug":"accounting_bookkeeping","score":8.2,"scoreLabel":null,"provisional":true,"productCapability":3.5,"computedAt":"2026-09-11T00:21:16.4+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.72,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.07,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":5,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.12,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Xcelerate","slug":"xcelerate","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.5,"scoreLabel":null,"provisional":true,"productCapability":3.4,"computedAt":"2026-09-11T00:19:10.851+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.73,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":4.1,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.35,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Sage Intacct","slug":"sage-intacct","category":"Accounting Software","categorySlug":"accounting_bookkeeping","score":8.1,"scoreLabel":null,"provisional":true,"productCapability":3.9,"computedAt":"2026-09-11T00:19:26.005+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.75,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.67,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.85,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.29,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Nearmap","slug":"nearmap","category":"Roof Measurement & Aerial Imagery","categorySlug":"roof_measurement_aerial","score":8.4,"scoreLabel":null,"provisional":true,"productCapability":4.3,"computedAt":"2026-09-11T00:17:23.905+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":2.69,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.17,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.63,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.93,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"RoofScope","slug":"roofscope","category":"Roof Measurement & Aerial Imagery","categorySlug":"roof_measurement_aerial","score":8.1,"scoreLabel":null,"provisional":true,"productCapability":3.7,"computedAt":"2026-09-11T00:20:28.181+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.95,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.56,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.88,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.53,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"NetSuite","slug":"netsuite","category":"Accounting Software","categorySlug":"accounting_bookkeeping","score":7.7,"scoreLabel":null,"provisional":true,"productCapability":3.2,"computedAt":"2026-09-11T00:20:57.765+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.42,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.67,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.07,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.33,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Roofr","slug":"roofr","category":"Roof Measurement & Aerial Imagery","categorySlug":"roof_measurement_aerial","score":8.4,"scoreLabel":null,"provisional":true,"productCapability":3.8,"computedAt":"2026-09-11T00:21:03.191+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.45,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.43,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"QuickBooks Online","slug":"quickbooks-online","category":"Accounting Software","categorySlug":"accounting_bookkeeping","score":8.8,"scoreLabel":null,"provisional":true,"productCapability":4.6,"computedAt":"2026-09-11T00:18:45.842+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.61,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":4.77,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.93,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.25,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Kahi","slug":"kahi","category":"Remote Monitoring","categorySlug":"remote_monitoring","score":9.2,"scoreLabel":null,"provisional":true,"productCapability":3.9,"computedAt":"2026-09-11T00:18:07.802+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":5,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.37,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":5,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Service Fusion","slug":"service-fusion","category":"Job Management / ERP","categorySlug":"job_management_erp","score":8.3,"scoreLabel":null,"provisional":true,"productCapability":3.5,"computedAt":"2026-09-11T00:19:55.032+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.32,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.78,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.19,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"FieldPulse","slug":"fieldpulse","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.9,"scoreLabel":null,"provisional":true,"productCapability":3,"computedAt":"2026-09-11T00:21:46.102+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.45,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.17,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.88,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Enservio","slug":"enservio","category":"Claims & Contents Software","categorySlug":"claims_contents_software","score":7.5,"scoreLabel":null,"provisional":true,"productCapability":3.1,"computedAt":"2026-09-11T00:17:39.917+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.92,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.28,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Albiware","slug":"albiware","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.4,"scoreLabel":null,"provisional":true,"productCapability":3.4,"computedAt":"2026-09-11T00:17:34.397+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.37,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.71,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":4.35,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.27,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"iCat Fast LKQ","slug":"icat-fast-lkq","category":"Claims & Contents Software","categorySlug":"claims_contents_software","score":7.8,"scoreLabel":null,"provisional":true,"productCapability":3.3,"computedAt":"2026-09-11T00:21:28.633+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.52,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"KnowHow","slug":"knowhow","category":"Training & Knowledge Software","categorySlug":"training_knowledge_software","score":8.8,"scoreLabel":null,"provisional":true,"productCapability":4.1,"computedAt":"2026-09-11T00:21:06.804+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.26,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.71,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Contractor Foreman","slug":"contractor-foreman","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.6,"scoreLabel":null,"provisional":true,"productCapability":2.9,"computedAt":"2026-09-11T00:22:04.836+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.5,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.67,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.35,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.27,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Hover","slug":"hover","category":"Roof Measurement & Aerial Imagery","categorySlug":"roof_measurement_aerial","score":7.2,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:17:14.906+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.16,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.35,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.52,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"DocuSketch","slug":"docusketch","category":"Field Documentation","categorySlug":"field_documentation","score":8.4,"scoreLabel":null,"provisional":true,"productCapability":4.1,"computedAt":"2026-09-11T00:21:01.813+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.19,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.38,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.04,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.93,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":3.49,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Whale","slug":"whale","category":"Training & Knowledge Software","categorySlug":"training_knowledge_software","score":8,"scoreLabel":null,"provisional":true,"productCapability":3.6,"computedAt":"2026-09-11T00:20:08.114+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.05,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.58,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.69,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Jobber","slug":"jobber","category":"Workforce & Scheduling","categorySlug":"workforce_scheduling","score":7.8,"scoreLabel":null,"provisional":true,"productCapability":4.6,"computedAt":"2026-09-11T00:20:18.736+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.65,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.79,"weight":0.1},{"key":"industry_alignment","label":"Industry Alignment","score":2.4,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.23,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Symbility","slug":"symbility","category":"Estimating Software","categorySlug":"estimating_software","score":7.8,"scoreLabel":null,"provisional":true,"productCapability":3.3,"computedAt":"2026-09-11T00:17:41.998+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":2.92,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.69,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":4.08,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Wrapbook","slug":"wrapbook","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":8.1,"scoreLabel":null,"provisional":true,"productCapability":3.6,"computedAt":"2026-09-11T00:18:46.459+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.41,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.17,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"ServiceTitan","slug":"servicetitan","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.8,"scoreLabel":null,"provisional":true,"productCapability":4.1,"computedAt":"2026-09-11T00:22:02.365+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.48,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.17,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.31,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":2.43,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.72,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Knowify","slug":"knowify","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.4,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:17:45.926+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.16,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.67,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.35,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"GAF QuickMeasure","slug":"gaf-quickmeasure","category":"Roof Measurement & Aerial Imagery","categorySlug":"roof_measurement_aerial","score":8,"scoreLabel":null,"provisional":true,"productCapability":3.6,"computedAt":"2026-09-11T00:18:28.147+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.25,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.19,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.16,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Broadly","slug":"broadly","category":"Marketing Automation","categorySlug":"marketing_automation","score":8,"scoreLabel":null,"provisional":true,"productCapability":3.7,"computedAt":"2026-09-11T00:36:37.169+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.71,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.29,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.19,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"BambooHR","slug":"bamboohr","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":2.4,"computedAt":"2026-09-11T00:19:22.704+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.64,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.93,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":3.69,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"CoreLogic ClaimXperience","slug":"corelogic-claimxperience","category":"Claims & Contents Software","categorySlug":"claims_contents_software","score":8.1,"scoreLabel":null,"provisional":true,"productCapability":3.7,"computedAt":"2026-09-11T00:19:41.266+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.29,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.95,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"SweetProcess","slug":"sweetprocess","category":"Training & Knowledge Software","categorySlug":"training_knowledge_software","score":7.8,"scoreLabel":null,"provisional":true,"productCapability":3.2,"computedAt":"2026-09-11T00:21:18.797+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.45,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.15,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.53,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"iRoofing","slug":"iroofing","category":"Roof Measurement & Aerial Imagery","categorySlug":"roof_measurement_aerial","score":7.5,"scoreLabel":null,"provisional":true,"productCapability":3.1,"computedAt":"2026-09-11T00:17:43.122+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.81,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.64,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"SurePayroll by Paychex","slug":"surepayroll-by-paychex","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":7.9,"scoreLabel":null,"provisional":true,"productCapability":3.4,"computedAt":"2026-09-11T00:17:21.555+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.28,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.26,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.43,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Paystand","slug":"paystand","category":"Payment Processing","categorySlug":"payment_processing","score":7.6,"scoreLabel":null,"provisional":true,"productCapability":3.1,"computedAt":"2026-09-11T00:20:24.446+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.29,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.58,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.27,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Tango","slug":"tango","category":"Training & Knowledge Software","categorySlug":"training_knowledge_software","score":8.1,"scoreLabel":null,"provisional":true,"productCapability":3.6,"computedAt":"2026-09-11T00:36:32.472+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.58,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.15,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.65,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Scribe","slug":"scribe","category":"Training & Knowledge Software","categorySlug":"training_knowledge_software","score":8,"scoreLabel":null,"provisional":true,"productCapability":3.5,"computedAt":"2026-09-11T00:17:52.829+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.56,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.88,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.65,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Remote","slug":"remote","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":8.4,"scoreLabel":null,"provisional":true,"productCapability":3.9,"computedAt":"2026-09-11T00:18:24.994+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.46,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.33,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.43,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Clover (KeyBank)","slug":"clover-keybank","category":"Payment Processing","categorySlug":"payment_processing","score":7.4,"scoreLabel":null,"provisional":true,"productCapability":3.3,"computedAt":"2026-09-11T00:19:32.348+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.23,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.95,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.43,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Estimate Rocket","slug":"estimate-rocket","category":"Estimating Software","categorySlug":"estimating_software","score":7.6,"scoreLabel":null,"provisional":true,"productCapability":3.3,"computedAt":"2026-09-11T00:18:04.71+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.98,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.33,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.15,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.88,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"LEVLR","slug":"levlr","category":"Estimating Software","categorySlug":"estimating_software","score":8.2,"scoreLabel":null,"provisional":true,"productCapability":3.8,"computedAt":"2026-09-11T00:19:43.885+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.17,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.88,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.81,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Pipedrive","slug":"pipedrive","category":"CRM","categorySlug":"crm","score":7.1,"scoreLabel":null,"provisional":true,"productCapability":2.9,"computedAt":"2026-09-11T00:19:30.098+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.53,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":2.38,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.83,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"When I Work","slug":"when-i-work","category":"Workforce & Scheduling","categorySlug":"workforce_scheduling","score":6.8,"scoreLabel":null,"provisional":true,"productCapability":2.6,"computedAt":"2026-09-11T00:20:45.414+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.57,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.25,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Builder Prime","slug":"builder-prime","category":"CRM","categorySlug":"crm","score":9,"scoreLabel":null,"provisional":true,"productCapability":4.7,"computedAt":"2026-09-11T00:36:46.967+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.33,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.65,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"SafetySync","slug":"safetysync","category":"Safety & Compliance Software","categorySlug":"safety_compliance_software","score":5.4,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:22:01.818+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.96,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Bella FSM","slug":"bella-fsm","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.4,"scoreLabel":null,"provisional":true,"productCapability":2.8,"computedAt":"2026-09-11T00:17:22.705+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.63,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Dialpad","slug":"dialpad","category":"Communication & Collaboration","categorySlug":"communication_collaboration","score":7.1,"scoreLabel":null,"provisional":true,"productCapability":2.8,"computedAt":"2026-09-11T00:20:52.302+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.51,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.81,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Scorpion","slug":"scorpion","category":"Marketing Automation","categorySlug":"marketing_automation","score":8.3,"scoreLabel":null,"provisional":true,"productCapability":3.9,"computedAt":"2026-09-11T00:36:50.584+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.44,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":3.85,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Intelex","slug":"intelex","category":"Safety & Compliance Software","categorySlug":"safety_compliance_software","score":6.7,"scoreLabel":null,"provisional":true,"productCapability":2.7,"computedAt":"2026-09-11T00:20:46.368+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.99,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.68,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Autodesk Construction Cloud","slug":"autodesk-construction-cloud","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.5,"scoreLabel":null,"provisional":true,"productCapability":2.8,"computedAt":"2026-09-11T00:18:42.393+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.68,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Power BI","slug":"power-bi","category":"Business Intelligence & Analytics","categorySlug":"business_intelligence","score":6.9,"scoreLabel":null,"provisional":true,"productCapability":2.6,"computedAt":"2026-09-11T00:21:53.194+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.68,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.31,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"SafetyCulture","slug":"safetyculture","category":"Safety & Compliance Software","categorySlug":"safety_compliance_software","score":6.6,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:36:33.86+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.34,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.12,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Looker","slug":"looker","category":"Business Intelligence & Analytics","categorySlug":"business_intelligence","score":6.5,"scoreLabel":null,"provisional":true,"productCapability":2.4,"computedAt":"2026-09-11T00:20:54.657+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.64,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.67,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Sage","slug":"sage","category":"Accounting Software","categorySlug":"accounting_bookkeeping","score":8.1,"scoreLabel":null,"provisional":true,"productCapability":4.3,"computedAt":"2026-09-11T00:17:56.821+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.79,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.31,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"RepMove","slug":"repmove","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":2.6,"computedAt":"2026-09-11T00:17:58.477+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.21,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.65,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"iSpecX","slug":"ispecx","category":"Field Documentation","categorySlug":"field_documentation","score":7.1,"scoreLabel":null,"provisional":true,"productCapability":2.9,"computedAt":"2026-09-11T00:20:58.942+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.17,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.73,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Geotab","slug":"geotab","category":"Fleet Management Software","categorySlug":"fleet_management_software","score":8.6,"scoreLabel":null,"provisional":true,"productCapability":4.4,"computedAt":"2026-09-11T00:20:56.386+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.15,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.44,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"GCPay","slug":"gcpay","category":"Payment Processing","categorySlug":"payment_processing","score":7.9,"scoreLabel":null,"provisional":true,"productCapability":3.4,"computedAt":"2026-09-11T00:19:16.748+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.45,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.05,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.39,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Deputy","slug":"deputy","category":"Workforce & Scheduling","categorySlug":"workforce_scheduling","score":7.1,"scoreLabel":null,"provisional":true,"productCapability":2.7,"computedAt":"2026-09-11T00:20:21.823+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.72,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.49,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Homebase","slug":"homebase","category":"Workforce & Scheduling","categorySlug":"workforce_scheduling","score":6.9,"scoreLabel":null,"provisional":true,"productCapability":2.6,"computedAt":"2026-09-11T00:19:18.88+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.56,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.36,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Sling","slug":"sling","category":"Workforce & Scheduling","categorySlug":"workforce_scheduling","score":6.2,"scoreLabel":null,"provisional":true,"productCapability":2.3,"computedAt":"2026-09-11T00:21:29.389+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.3,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.61,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"ServiceM8","slug":"servicem8","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.6,"scoreLabel":null,"provisional":true,"productCapability":3.3,"computedAt":"2026-09-11T00:20:27.594+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.95,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.33,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.07,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.93,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":3.8,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Zoho CRM","slug":"zoho-crm","category":"CRM","categorySlug":"crm","score":6.5,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:19:23.265+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.43,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.96,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"RingCentral","slug":"ringcentral","category":"Communication & Collaboration","categorySlug":"communication_collaboration","score":7.1,"scoreLabel":null,"provisional":true,"productCapability":2.8,"computedAt":"2026-09-11T00:17:30.442+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.39,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.95,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Podium","slug":"podium","category":"CRM","categorySlug":"crm","score":6.7,"scoreLabel":null,"provisional":true,"productCapability":2.6,"computedAt":"2026-09-11T00:19:13.712+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.59,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.92,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.69,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"JobNimbus","slug":"jobnimbus","category":"Job Management / ERP","categorySlug":"job_management_erp","score":6.8,"scoreLabel":null,"provisional":true,"productCapability":3.3,"computedAt":"2026-09-11T00:20:10.206+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.46,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.67,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.88,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":2.43,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.44,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Samsara","slug":"samsara","category":"Fleet Management Software","categorySlug":"fleet_management_software","score":9.3,"scoreLabel":null,"provisional":true,"productCapability":5,"computedAt":"2026-09-11T00:20:50.334+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.32,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":5,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Tableau","slug":"tableau","category":"Business Intelligence & Analytics","categorySlug":"business_intelligence","score":6.6,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:17:57.812+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.61,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.93,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Verizon Connect","slug":"verizon-connect","category":"Fleet Management Software","categorySlug":"fleet_management_software","score":8,"scoreLabel":null,"provisional":true,"productCapability":4,"computedAt":"2026-09-11T00:35:52.151+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.03,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":3.99,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"RoofSnap","slug":"roofsnap","category":"Roof Measurement & Aerial Imagery","categorySlug":"roof_measurement_aerial","score":6.9,"scoreLabel":null,"provisional":true,"productCapability":2.4,"computedAt":"2026-09-11T00:17:35.792+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.5,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.92,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.13,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Azuga","slug":"azuga","category":"Fleet Management Software","categorySlug":"fleet_management_software","score":8.1,"scoreLabel":null,"provisional":true,"productCapability":3.9,"computedAt":"2026-09-11T00:20:15.35+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.17,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":3.88,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Jonas Enterprise","slug":"jonas-enterprise","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.5,"scoreLabel":null,"provisional":true,"productCapability":3.3,"computedAt":"2026-09-11T00:21:24.047+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.8,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.93,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.1,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Housecall Pro","slug":"housecall-pro","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.9,"scoreLabel":null,"provisional":true,"productCapability":3.2,"computedAt":"2026-09-11T00:18:47.951+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.71,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.33,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.07,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.93,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Fleetio","slug":"fleetio","category":"Fleet Management Software","categorySlug":"fleet_management_software","score":8.5,"scoreLabel":null,"provisional":true,"productCapability":4.1,"computedAt":"2026-09-11T00:18:16.774+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.41,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.07,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Houzz Pro","slug":"houzz-pro","category":"Job Management / ERP","categorySlug":"job_management_erp","score":8.5,"scoreLabel":null,"provisional":true,"productCapability":3.9,"computedAt":"2026-09-11T00:17:48.473+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.94,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.33,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Motive","slug":"motive","category":"Fleet Management Software","categorySlug":"fleet_management_software","score":7.6,"scoreLabel":null,"provisional":true,"productCapability":3.2,"computedAt":"2026-09-11T00:18:22.856+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.65,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":2.42,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.49,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Octopus Pro","slug":"octopus-pro","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.6,"scoreLabel":null,"provisional":true,"productCapability":3,"computedAt":"2026-09-11T00:18:24.347+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.9,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.92,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Zuper","slug":"zuper","category":"Job Management / ERP","categorySlug":"job_management_erp","score":9.2,"scoreLabel":null,"provisional":true,"productCapability":4.5,"computedAt":"2026-09-11T00:17:50.219+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.28,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.58,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"ClockShark","slug":"clockshark","category":"Workforce & Scheduling","categorySlug":"workforce_scheduling","score":6.9,"scoreLabel":null,"provisional":true,"productCapability":2.6,"computedAt":"2026-09-11T00:19:04.154+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.75,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.2,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Databox","slug":"databox","category":"Business Intelligence & Analytics","categorySlug":"business_intelligence","score":7,"scoreLabel":null,"provisional":true,"productCapability":2.8,"computedAt":"2026-09-11T00:18:29.895+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.34,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.79,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Fieldwire","slug":"fieldwire","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.5,"scoreLabel":null,"provisional":true,"productCapability":3.1,"computedAt":"2026-09-11T00:20:34.354+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.09,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.67,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.7,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Contractor+","slug":"contractor","category":"Job Management / ERP","categorySlug":"job_management_erp","score":8.7,"scoreLabel":null,"provisional":true,"productCapability":3.9,"computedAt":"2026-09-11T00:21:21.116+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.49,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.33,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"QuickBooks Desktop","slug":"quickbooks-desktop","category":"Accounting Software","categorySlug":"accounting_bookkeeping","score":9.1,"scoreLabel":null,"provisional":true,"productCapability":4.6,"computedAt":"2026-09-11T00:36:49.823+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.5,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":4.73,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":4.36,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"ManageMart","slug":"managemart","category":"Job Management / ERP","categorySlug":"job_management_erp","score":7.6,"scoreLabel":null,"provisional":true,"productCapability":2.9,"computedAt":"2026-09-11T00:17:19.385+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.11,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.35,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Metabase","slug":"metabase","category":"Business Intelligence & Analytics","categorySlug":"business_intelligence","score":6.1,"scoreLabel":null,"provisional":true,"productCapability":2.3,"computedAt":"2026-09-11T00:21:24.758+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.13,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.59,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Stack","slug":"stack","category":"Estimating Software","categorySlug":"estimating_software","score":8,"scoreLabel":null,"provisional":true,"productCapability":3.5,"computedAt":"2026-09-11T00:18:15.663+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.7,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.91,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Slash","slug":"slash","category":"Payment Processing","categorySlug":"payment_processing","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":3.1,"computedAt":"2026-09-11T00:36:29.109+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.62,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.72,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.89,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Close CRM","slug":"close-crm","category":"CRM","categorySlug":"crm","score":6.3,"scoreLabel":null,"provisional":true,"productCapability":2.3,"computedAt":"2026-09-11T00:18:52.066+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.63,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.37,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Buildxact","slug":"buildxact","category":"Estimating Software","categorySlug":"estimating_software","score":8,"scoreLabel":null,"provisional":true,"productCapability":3.7,"computedAt":"2026-09-11T00:19:17.294+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.23,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.87,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"CompanyCam","slug":"companycam","category":"Field Documentation","categorySlug":"field_documentation","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:19:36.129+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.22,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.4,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":5,"weight":0.08},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.58,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Papaya Global","slug":"papaya-global","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":7.9,"scoreLabel":null,"provisional":true,"productCapability":3.6,"computedAt":"2026-09-11T00:19:03.089+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.16,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.58,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.15,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Deel","slug":"deel","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":7.8,"scoreLabel":null,"provisional":true,"productCapability":3.2,"computedAt":"2026-09-11T00:21:10.055+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.78,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.43,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Mailchimp","slug":"mailchimp","category":"Marketing Automation","categorySlug":"marketing_automation","score":6.2,"scoreLabel":null,"provisional":true,"productCapability":2.2,"computedAt":"2026-09-11T00:19:59.991+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.61,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.32,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"RemoFirst","slug":"remofirst","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":7.5,"scoreLabel":null,"provisional":true,"productCapability":3.2,"computedAt":"2026-09-11T00:18:51.431+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.97,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.58,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.15,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Hosta A.I.","slug":"hosta-a-i","category":"Estimating Software","categorySlug":"estimating_software","score":8,"scoreLabel":null,"provisional":true,"productCapability":3.7,"computedAt":"2026-09-11T00:36:11.418+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.17,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.72,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"FreshBooks","slug":"freshbooks","category":"Accounting Software","categorySlug":"accounting_bookkeeping","score":6.1,"scoreLabel":null,"provisional":true,"productCapability":2.2,"computedAt":"2026-09-11T00:20:26.283+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.65,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.11,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Job-Dox","slug":"job-dox","category":"Job Management / ERP","categorySlug":"job_management_erp","score":5.5,"scoreLabel":null,"provisional":true,"productCapability":2.2,"computedAt":"2026-09-11T00:19:10.254+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1.5,"weight":0.1},{"key":"industry_alignment","label":"Industry Alignment","score":3.3,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.47,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"iGUIDE","slug":"iguide","category":"Field Documentation","categorySlug":"field_documentation","score":6.1,"scoreLabel":null,"provisional":true,"productCapability":1.8,"computedAt":"2026-09-11T00:20:49.733+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.11,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.88,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":3.01,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Clear Estimates","slug":"clear-estimates","category":"Estimating Software","categorySlug":"estimating_software","score":7.1,"scoreLabel":null,"provisional":true,"productCapability":2.6,"computedAt":"2026-09-11T00:18:23.523+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.5,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.92,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Servgrow","slug":"servgrow","category":"Job Management / ERP","categorySlug":"job_management_erp","score":6.1,"scoreLabel":null,"provisional":true,"productCapability":1.4,"computedAt":"2026-09-11T00:20:15.955+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.95,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.88,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"ActiveCampaign","slug":"activecampaign","category":"Marketing Automation","categorySlug":"marketing_automation","score":6.1,"scoreLabel":null,"provisional":true,"productCapability":2.1,"computedAt":"2026-09-11T00:21:41.164+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.68,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.03,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Buildertrend","slug":"buildertrend","category":"Job Management / ERP","categorySlug":"job_management_erp","score":5.8,"scoreLabel":null,"provisional":true,"productCapability":1.9,"computedAt":"2026-09-11T00:19:46.754+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.33,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":4.07,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Moisture Mapper","slug":"moisture-mapper","category":"Field Documentation","categorySlug":"field_documentation","score":5,"scoreLabel":null,"provisional":true,"productCapability":2.3,"computedAt":"2026-09-11T00:21:05.099+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.48,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Payoneer","slug":"payoneer","category":"Payment Processing","categorySlug":"payment_processing","score":7.4,"scoreLabel":null,"provisional":true,"productCapability":3.1,"computedAt":"2026-09-11T00:21:57.75+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.03,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.58,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.77,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"JobTread","slug":"jobtread","category":"Job Management / ERP","categorySlug":"job_management_erp","score":5.5,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-09-11T00:36:01.595+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.34,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Trimble Pay","slug":"trimble-pay","category":"Payment Processing","categorySlug":"payment_processing","score":6.6,"scoreLabel":null,"provisional":true,"productCapability":2.3,"computedAt":"2026-09-11T00:22:06.516+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.1,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.19,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.25,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"On-Screen Takeoff / Quick Bid","slug":"on-screen-takeoff-quick-bid","category":"Estimating Software","categorySlug":"estimating_software","score":7.4,"scoreLabel":null,"provisional":true,"productCapability":3.1,"computedAt":"2026-09-11T00:19:26.602+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.31,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.79,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"BuildOps","slug":"buildops","category":"Job Management / ERP","categorySlug":"job_management_erp","score":6,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:18:39.612+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.09,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.04,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":2.3,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Estimator360","slug":"estimator360","category":"Estimating Software","categorySlug":"estimating_software","score":6.6,"scoreLabel":null,"provisional":true,"productCapability":2.6,"computedAt":"2026-09-11T00:21:13.197+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.92,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.41,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Matterport","slug":"matterport","category":"Field Documentation","categorySlug":"field_documentation","score":5.7,"scoreLabel":null,"provisional":true,"productCapability":1.9,"computedAt":"2026-09-11T00:19:35.278+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.42,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.04,"weight":0.08},{"key":"operational_fit","label":"Operational Fit","score":3.18,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"PlanSwift","slug":"planswift","category":"Estimating Software","categorySlug":"estimating_software","score":7.4,"scoreLabel":null,"provisional":true,"productCapability":3.1,"computedAt":"2026-09-11T00:21:16.966+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.5,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":4.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.63,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Checkbook","slug":"checkbook","category":"Payment Processing","categorySlug":"payment_processing","score":6.4,"scoreLabel":null,"provisional":true,"productCapability":3.2,"computedAt":"2026-09-11T00:36:25.149+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.45,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.42,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":2.36,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Cinderblock","slug":"cinderblock","category":"Estimating Software","categorySlug":"estimating_software","score":6.3,"scoreLabel":null,"provisional":true,"productCapability":2.4,"computedAt":"2026-09-11T00:20:35.1+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.35,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.37,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"CostX","slug":"costx","category":"Estimating Software","categorySlug":"estimating_software","score":7,"scoreLabel":null,"provisional":true,"productCapability":2.7,"computedAt":"2026-09-11T00:19:06.885+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.13,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.87,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Spectora","slug":"spectora","category":"Field Documentation","categorySlug":"field_documentation","score":6.3,"scoreLabel":null,"provisional":true,"productCapability":2.8,"computedAt":"2026-09-11T00:20:43.581+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.37,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":2.59,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Signpost","slug":"signpost","category":"Marketing Automation","categorySlug":"marketing_automation","score":5.5,"scoreLabel":null,"provisional":true,"productCapability":2.1,"computedAt":"2026-09-11T00:21:48.276+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.78,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":3.05,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Microsoft Teams","slug":"microsoft-teams","category":"Communication & Collaboration","categorySlug":"communication_collaboration","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-09-11T00:18:52.764+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.61,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Globalli","slug":"globalli","category":"HR & Payroll Software","categorySlug":"hr_payroll_software","score":6.7,"scoreLabel":null,"provisional":true,"productCapability":2.7,"computedAt":"2026-09-11T00:19:23.825+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.35,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.01,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"RestoreTrack","slug":"restoretrack","category":"Job Management / ERP","categorySlug":"job_management_erp","score":6.9,"scoreLabel":null,"provisional":true,"productCapability":3.4,"computedAt":"2026-09-11T00:35:44.304+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.44,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.32,"weight":0.09}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Slack","slug":"slack","category":"Communication & Collaboration","categorySlug":"communication_collaboration","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-09-11T00:19:53.769+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.71,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Salesforce","slug":"salesforce","category":"CRM","categorySlug":"crm","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-09-11T00:36:55.528+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.58,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Spireon","slug":"spireon","category":"Fleet Management Software","categorySlug":"fleet_management_software","score":7.1,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-09-11T00:22:05.37+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Zoom","slug":"zoom","category":"Communication & Collaboration","categorySlug":"communication_collaboration","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-09-11T00:21:57.153+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.68,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"iRestore Software","slug":"irestore-software","category":"Job Management / ERP","categorySlug":"job_management_erp","score":6.9,"scoreLabel":null,"provisional":true,"productCapability":3.4,"computedAt":"2026-09-11T00:21:20.614+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.32,"weight":0.09}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"HubSpot","slug":"hubspot","category":"CRM","categorySlug":"crm","score":7.3,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-09-11T00:20:08.756+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.61,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"risk_compliance","label":"Risk & Compliance","score":4.94,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Restoration ERP","slug":"restoration-erp","category":"Job Management / ERP","categorySlug":"job_management_erp","score":6.9,"scoreLabel":null,"provisional":true,"productCapability":3.4,"computedAt":"2026-09-11T00:35:49.828+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.32,"weight":0.09}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"RestorationX","slug":"restorationx","category":"Estimating Software","categorySlug":"estimating_software","score":6.1,"scoreLabel":null,"provisional":true,"productCapability":2.2,"computedAt":"2026-09-11T00:19:38.969+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.35,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"RSMeans Data","slug":"rsmeans-data","category":"Estimating Software","categorySlug":"estimating_software","score":6.9,"scoreLabel":null,"provisional":true,"productCapability":2.8,"computedAt":"2026-09-11T00:18:28.764+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.76,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.69,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.8,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"T&M Pro Estimator","slug":"t-m-pro-estimator","category":"Estimating Software","categorySlug":"estimating_software","score":5.5,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-09-11T00:19:50.879+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":2.73,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"ProEst","slug":"proest","category":"Estimating Software","categorySlug":"estimating_software","score":6.3,"scoreLabel":null,"provisional":true,"productCapability":2.2,"computedAt":"2026-09-11T00:18:56.571+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.55,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":2.5,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.19,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.76,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Wave","slug":"wave","category":"Accounting Software","categorySlug":"accounting_bookkeeping","score":5.6,"scoreLabel":null,"provisional":true,"productCapability":1.9,"computedAt":"2026-09-11T00:18:59.346+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.58,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":2.41,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Tradify","slug":"tradify","category":"Job Management / ERP","categorySlug":"job_management_erp","score":5.5,"scoreLabel":null,"provisional":true,"productCapability":1.6,"computedAt":"2026-06-03T23:56:49.591+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.26,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.11}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Procore","slug":"procore","category":"Payment Processing","categorySlug":"payment_processing","score":5,"scoreLabel":null,"provisional":true,"productCapability":2,"computedAt":"2026-09-11T00:37:02.615+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.29,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":2.75,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Trolley","slug":"trolley","category":"Payment Processing","categorySlug":"payment_processing","score":5.8,"scoreLabel":null,"provisional":true,"productCapability":2.5,"computedAt":"2026-09-11T00:21:27.14+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":4.3,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":4,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.35,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":1.85,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Zebel","slug":"zebel","category":"Estimating Software","categorySlug":"estimating_software","score":5.8,"scoreLabel":null,"provisional":true,"productCapability":2,"computedAt":"2026-09-11T00:35:55.855+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":3.42,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.47,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Wise (BatchTransfer)","slug":"wise-batchtransfer","category":"Payment Processing","categorySlug":"payment_processing","score":5.8,"scoreLabel":null,"provisional":true,"productCapability":2.7,"computedAt":"2026-09-11T00:17:12.791+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.75,"weight":0.08},{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":3.67,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":2.19,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":1.8,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Oracle Textura","slug":"oracle-textura","category":"Payment Processing","categorySlug":"payment_processing","score":4.8,"scoreLabel":null,"provisional":true,"productCapability":2,"computedAt":"2026-09-11T00:19:32.895+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.13,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":2.57,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"EZinspections","slug":"ezinspections","category":"Field Documentation","categorySlug":"field_documentation","score":4.6,"scoreLabel":null,"provisional":true,"productCapability":1.8,"computedAt":"2026-09-11T00:21:22.271+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.32,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":1.62,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":2.12,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Sage Estimating","slug":"sage-estimating","category":"Estimating Software","categorySlug":"estimating_software","score":5.9,"scoreLabel":null,"provisional":true,"productCapability":2.7,"computedAt":"2026-09-11T00:17:53.43+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"market_trust","label":"Market Trust","score":3.85,"weight":0.08},{"key":"ai_innovation","label":"AI & Innovation","score":3.33,"weight":0.09},{"key":"operational_fit","label":"Operational Fit","score":1.69,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."},{"vendor":"Housing Developer Pro","slug":"housing-developer-pro","category":"Estimating Software","categorySlug":"estimating_software","score":4.7,"scoreLabel":null,"provisional":true,"productCapability":1.2,"computedAt":"2026-09-11T00:19:43.311+00:00","license":"https://creativecommons.org/licenses/by/4.0/","dimensions":[{"key":"integration_ecosystem","label":"Integration & Ecosystem","score":1,"weight":0.1},{"key":"ai_innovation","label":"AI & Innovation","score":1.35,"weight":0.09},{"key":"industry_alignment","label":"Industry Alignment","score":5,"weight":0.12},{"key":"operational_fit","label":"Operational Fit","score":1.24,"weight":0.08}],"withheld":["cost_position","peer_intelligence"],"withheldNote":"Two dimensions are excluded from this public reading: cost position (what peer operators actually pay) and peer intelligence (how operators running the tool rate it). Both are built from operator contributions and are available to Verinode members. This score is computed from the public record only, and the composite is recomputed over the published dimensions rather than derived from the member score."}]}