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Adaptive vs Constrafor

Two sets of AI accounting agents for contractors, sold to different buyers, so this is partly like-for-like. Adaptive runs AI project-accounting agents on top of a builder's existing ERP. Constrafor sells a GC risk platform (subcontracts, prequalification, COIs) and, through Cru, AI financial agents for subcontractors. Desk research from vendor sites read Nov 2, 2026; no winner.

DESK RESEARCH FROM VENDOR SITES. Compiled from vendors' public websites (accessed Nov 2, 2026). Vendor claims are not verified by Means & Methods Lab. No scores or rankings.

In short: Adaptive (AI project accounting agents; no public prices (quote / sales)) vs Constrafor (Subcontract risk, prequal & COI management; vendor publishes prices). Facts last checked Nov 2, 2026. No winner declared; desk research from vendor sites.

Side by side

Adaptive vs Constrafor: vendor-published facts side by side
Sheet rowAdaptiveConstrafor
CategoryAI project accounting agentsSubcontract risk, prequal & COI management
AI role (our label)AI-firstAI features added to established product
What it doesAgentic project-accounting platform for construction, with AI agents for WIP, change orders, AP, billing and lien waivers on top of the ERP; aimed at $5M-$1B builders with no ERP migration. Vendor lists agents for WIP and forecasting, change orders, AP (invoice ingestion and cost coding, duplicate and fraud checks), billings (cost-plus, fixed-price, AIA), cards and bank reconciliation, lien waivers, insurance certificates and W-9s, plus custom agents and a field coordinator that collects updates from supers and PMs by voice, text or email (the FAQ says most supers never log in), and a phone line to its AI project accountant. The Change Order Clerk is described as monitoring pending change requests, comparing them against contracts, job costs and field updates, drafting change orders, routing them for approval, following up with vendors and owners, and holding sub payment until client approval is secured. Runs on top of the existing ERP (Sage, QuickBooks, Foundation, Acumatica) rather than replacing it, with a bidirectional Procore integration. Vendor says the AI never auto-posts to the general ledger and every action is reviewed by a human first. Company statements: a $30M Series B, backing from a16z and Emergence, and selection for the 2026 AICPA/CPA.com Startup Accelerator. Builder counts and review-site ratings are vendor figures and are not used.Construction risk management software for GCs (subcontracts, sub prequalification, insurance certificates) plus invoice financing for subs. For general contractors it covers subcontract management, subcontractor onboarding and prequalification, certificate-of-insurance (COI) tracking, contract, invoice and payment management and diversity tracking; growth solutions for subcontractors include cash-flow tools and Early Pay invoice financing. Its COI page introduces Insurance CoPilot, described as an AI risk assistant for insurance-document review with ChatGPT built in, alongside COI request, tracking and review workflows, an endorsements view, automated reminders and expiration alerts, an interactive sample dashboard, and integrations that import project details from Procore, Autodesk, Sage, Vista, CMiC and others. The COI FAQ says it supports OCIPs and CCIPs, tier-2 subcontractor COIs, and review by your broker or audit team. Its prequalification page describes a single master form subs fill once and GCs can customize, free for subcontractors. Retagged from Not AI-first on Oct 16, 2026 because of Insurance CoPilot; the pages we read do not detail what the CoPilot does. Constrafor also sells Cru, which it calls an AI financial OS for subcontractors, with agents for bookkeeping, bills, cash forecasting, job costing, materials, compliance and COIs; Cru says every agent action is approved by the customer's team before it is final, and lists Early Pay, a Cru Card powered by Ramp, read-only connections to QuickBooks, Sage or Foundation, SOC 2 certification, and surety bonds and P&C insurance marked coming soon (vendor statements). Network counters, financing totals, customer quotes and award mentions are vendor content and are not used.
Who it's forConstruction companies with $5M to $1B in revenue: general contractors, specialty trades, custom home builders, developers, and their accounting firms (vendor wording).General contractors' risk, insurance and operations teams; subcontractors (prequal is free for subs; growth and financing products for subs).
Pricing (as publicly stated)Not publicly listed (monthly base fee scaled to annual revenue band, covering the first agent; additional agents scoped once the first is proven, chosen from an agent menu that lists AP, AR, WIP, payments, lien waivers and COIs). The pricing page lists month-to-month contracts, 30 to 90 days to go live, unlimited users, no per-seat or transaction fees, full data export, no charges for additional integrations within the supported list, and SOC 2 Type 2; the FAQ says implementation scope and fees are confirmed before kickoff. The page says the setup costs less than a single accounting hire (vendor wording, no figure).GC platform (constrafor.com/pricing, published since Oct 26, 2026): fixed annual prices with unlimited users and subcontractors and onboarding support: $13,500 per year for mid-size firms under $500M in ACV, $25,000 for $500M to $1B, $40,000 for $1B to $3B, and custom pricing above $3B (the page labels only the first tier per year); additional solutions are discounted when bundled (vendor-published, not verified). Prequalification is free for subcontractors. Subcontractor Early Pay (Financing Pricing page), from 0.4% per week: Blue 0.4% weekly fee plus a 1.00% upfront platform fee on the advanced amount, no subscription; Gold 0.35% weekly plus 0.75%, $1,750 a month ($16,800 a year), for funding needs up to $500K; Platinum 0.33% weekly plus 0.50%, $3,500 a month ($33,600 a year), up to $1M. The FAQ lists a $100 minimum platform fee on every transaction; payments arriving more than 15 days after the expected date are treated as new transactions with a new platform fee, and further platform fees apply on the 60th day after the expected date and every 45 days after that. Only GC-approved invoices on active jobs qualify. Payout timing differs between the vendor's sites: Constrafor's Early Pay page says funds arrive within 48 hours, while Cru says get paid in 24 hours. Cru: one AI + Dashboard plan at $500 a month, including $500 in Cru credits the agents draw from, every agent, unlimited team members and white-glove support; credits can be topped up at any time, first month free, month-to-month with no setup fee; optional Professional Services (CPA or CFA advisory) $250 an hour. Confirm current pricing with the vendor.
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Vendor links
Sources

Facts last checked: Nov 2, 2026. Prices change; check the vendor page before relying on them.

Where the vendor descriptions differ

  • Partly like-for-like: the overlap is Adaptive's agents and Constrafor's Cru agents for subcontractors. Both describe AI agents for bills or AP, job costing and compliance documents sitting on top of the books. Constrafor's GC platform (subcontract management, prequalification, COI tracking with Insurance CoPilot) has no direct match in Adaptive.
  • Buyers: Adaptive names construction companies with $5M to $1B in revenue: general contractors, specialty trades, custom home builders, developers and their accounting firms. Cru is pitched to subcontractors; Constrafor's GC platform is sold to general contractors.
  • Agents listed (vendor statements): Adaptive lists agents for WIP and forecasting, change orders, AP (invoice ingestion and cost coding, duplicate and fraud checks), billings (cost-plus, fixed-price and AIA), cards and bank reconciliation, lien waivers, and insurance certificates and W-9s, plus a field coordinator that collects updates by voice, text or email. Cru lists agents for bookkeeping, bills, cash forecasting, job costing, materials, compliance and COIs.
  • Human review: Adaptive says its AI never auto-posts to the general ledger and every action is reviewed by a person first. Cru says every agent action is approved by the customer's team before it is final.
  • Systems: Adaptive says it runs on top of Sage, QuickBooks, Foundation or Acumatica with no ERP migration, plus a two-way Procore integration. Cru lists read-only connections to QuickBooks, Sage or Foundation. Constrafor's GC platform imports project details from Procore, Autodesk, Sage, Vista, CMiC and others.
  • Money services: Constrafor offers Early Pay invoice financing for subcontractors and Cru lists a Cru Card powered by Ramp, with surety bonds and P&C insurance marked coming soon. The Adaptive pages we read list payments and card reconciliation agents; we did not see a financing product there.
  • Pricing (vendor pages read Nov 2, 2026): Adaptive publishes no figures; a monthly base fee is scaled to annual revenue band and covers the first agent, month-to-month, with unlimited users and no per-seat or transaction fees. Cru lists one plan at $500 a month that includes $500 in credits the agents draw from, first month free, month-to-month with no setup fee, plus optional CPA or CFA advisory at $250 an hour. Constrafor's GC platform lists fixed annual prices from $13,500 a year for firms under $500M in annual construction volume.
  • Not used here: builder counts, review-site ratings, financing totals, network counters and customer quotes (vendor material). Facts for both come from vendor websites (desk research).

Paraphrased from the sources listed above. Vendor claims are reported as claims.

What users say

The facts above come from vendor websites. Whether either tool is any good for your work is something only people who use them can say. These are member reviews, all ratings shown, never edited or removed for being negative.

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Questions to ask in your review

  • Whether you are a GC or owner-builder that needs agents across WIP, billing and change orders, or a subcontractor that mainly needs bills, job costing, COIs and faster pay
  • How many agent drafts your accounting team corrects in a normal month
  • What did you use it for, on what kind of work and project size?
  • How long did setup and training take, and who on your team did it?
  • What does it cost you in practice, compared with what the sales call said?
  • Where does it fall short, and what would make you switch?

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