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Adaptive vs Miter

Two back-office platforms for contractors that cover different halves of the books. Not like-for-like (our reading): Adaptive runs AI agents for project accounting (AP, billing, WIP, change orders, lien waivers) on top of your existing ERP; Miter is workforce management with certified, union and prevailing-wage payroll, HR and field time tracking, with AI features added. Both are quote only. Desk research from vendor sites read Nov 4, 2026; no winner.

DESK RESEARCH FROM VENDOR SITES. Compiled from vendors' public websites (accessed Nov 4, 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 Miter (Construction payroll, HR & field ops; no public prices (quote / sales)). Facts last checked Nov 4, 2026. No winner declared; desk research from vendor sites.

Side by side

Adaptive vs Miter: vendor-published facts side by side
Sheet rowAdaptiveMiter
CategoryAI project accounting agentsConstruction payroll, HR & field ops
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 workforce-management platform (homepage headline: "Construction workforce management for the AI era") covering certified, union and prevailing-wage payroll, HR, benefits, recruiting and learning, expense management (per diems, reimbursements, corporate cards) and field operations (time tracking, production, equipment, photos, schedules and daily reports), plus job costing and a REST API. AI: its Sept 30, 2026 Series B release says Miter's AI parses invoices, receipts and pay rate tables, surfaces labor and job-cost trends while jobs are running, and creates field safety reports from photos or voice notes; the homepage demo shows a "Miter AI" assistant with prompts such as "Compare budget vs actuals" and "Review unapproved timesheets" (vendor demo, drawn by script), but the homepage does not otherwise itemize AI features. The certified payroll page lists WH-347 and state forms (Connecticut WWS-CPI, Illinois IL-452CM02, New Jersey MW-562, California A-131, New York DOL uploads, Oregon WH-141 and WH-38), direct submission to state portals in 11 states (California, Connecticut, Delaware, Illinois, Massachusetts, New York, New Jersey, Oregon, Pennsylvania, Rhode Island, Washington), support for New York's electronic submission mandate (January 2026), signer sign-off on the statement of compliance before submission, job-level report storage with all versions and timestamps, an Apprentice Ratio Report, and exports to LCPTracker, eMars, eComply and Elation Systems. It says Miter is not a portal for collecting subcontractors' certified payroll; GCs usually collect those through the agency's system or a platform such as LCPtracker, whose Preferred Affiliates page lists Miter as a payroll provider. Integrations listed include CMiC, HCSS, Foundation, Sage, Viewpoint, Acumatica, NetSuite, Procore and QuickBooks. Company counts and customer-story figures are vendor claims 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 and specialty contractors, from large builders to family-owned specialty contractors (vendor wording).
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).Not publicly listed. The vendor site has no pricing or plans link; miter.com/pricing returns a not-found page and /plans redirects to the homepage (dollar figures on the homepage are sample payroll and job-cost screens, not prices). The site offers Get a demo. Confirm pricing with the vendor.
User reviewsNo reviews yet. Read or writeNo reviews yet. Read or write
Vendor links
Sources

Facts last checked: Nov 4, 2026. Prices change; check the vendor page before relying on them.

Where the vendor descriptions differ

  • The job: Adaptive calls itself an AI-native project accounting platform whose agents keep job costing, AP, billing, WIP and compliance current. Miter covers payroll (certified, union and prevailing wage), HR, benefits, recruiting and learning, expenses and corporate cards, and field operations such as time tracking, production, equipment, photos and daily reports (vendor statements).
  • AI: Adaptive lists always-on agents including a WIP and Forecasting Analyst, Change Order Clerk, AP Clerk (invoice ingestion, cost coding, duplicate and fraud checks), Billings Clerk (cost-plus, fixed-price, AIA), Cards and Bank Recs Clerk, Lien Waiver Clerk, Insurance Tracking Clerk and a Field Coordination Clerk that collects updates from supers and PMs by voice, text or email, plus custom agents; it says the AI never auto-posts to the general ledger. Miter's Series B release says its AI parses invoices, receipts and pay rate tables, surfaces labor and job-cost trends, and drafts field safety reports from photos or voice notes; its homepage shows a Miter AI assistant demo.
  • Payroll and compliance: Miter's certified payroll page lists WH-347 and several state forms, direct submission to state portals in 11 states and exports to LCPTracker and others. Adaptive does not describe running payroll; its compliance agents chase lien waivers, insurance certificates and W-9s.
  • Systems: Adaptive runs on top of Sage, QuickBooks, Foundation or Acumatica, with no ERP migration, and has a two-way Procore integration. Miter lists integrations with CMiC, HCSS, Foundation, Sage, Viewpoint, Acumatica, NetSuite, Procore and QuickBooks, and a REST API. A contractor could in principle run both, with Miter for payroll and time and Adaptive for AP, billing and WIP; neither vendor page we read describes a connection between them.
  • Who it is for: Adaptive says it is built for $5M to $1B builders (GCs, specialty trades, developers and their accounting firms). Miter names general and specialty contractors, from large builders to family-owned specialty firms.
  • Pricing (read Nov 4, 2026): neither publishes prices. Adaptive's pricing page describes a monthly base fee by revenue band that covers the first agent, month-to-month contracts, unlimited users and no per-seat or transaction fees. Miter has no pricing page (miter.com/pricing returns not found) and offers Get a demo. See each tool page for detail.
  • Not used here: builder and company counts, funding amounts, ratings, savings figures and customer stories (vendor material). Facts for both tools 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.

Used either of these? Share your take

Good or bad, an honest review from an estimator, PM or super helps the next team more than another vendor demo. You post under a handle; your email is never shown.

Questions to ask in your review

  • Whether Adaptive and Miter connect directly, or only through your ERP
  • Which agents or payroll modules you would need to start, and what each costs
  • How much of either product's AI work your team still reviews by hand
  • 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?

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