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Construction · head to head

Adaptive vs Togal.AI

Adaptive logo

Adaptive

Construction

AI-assisted project accounting, job costing and payments for construction contractors

From
On request
Rated
-
Full reviewWebsite
Togal.AI logo

Togal.AI

Construction

Automated drawing takeoff that measures and labels spaces without manual tracing

From
$299/month
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Adaptive revenue-band pricing means a company with high turnover and thin margins, such as a materials-heavy trade, pays as if it were far more profitable than it is, and there is no seat-count lever to bring the cost down.; Togal.AI annual billing is mandatory at $299 per user per month, so an estimating team that ramps up and down for bid seasons pays a full year for seats it uses intermittently.
  • They diverge on capability: Adaptive covers AI invoice capture, Togal.AI covers Automatic space detection.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Adaptive and Togal.AI actually diverge.

Attributes where Adaptive and Togal.AI differ
AttributeAdaptiveTogal.AI
Starting priceOn request$299/month
Pricing modelquotePer user per month
PlatformsWeb, iOS, AndroidWeb

Identical on both: free tier (No), user rating (Not yet rated), category (Construction).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Adaptive

  • AI invoice capture
  • Job costing
  • Approval routing
  • Lien waiver collection
  • Outbound payments
  • Owner billing
  • WIP reporting
  • Accounting sync

Only in Togal.AI

  • Automatic space detection
  • Drawing comparison
  • Natural language search
  • Automated counts
  • Excel export
  • Plan set management
  • Team sharing

What people use each for

The jobs each tool is most often brought in to do.

Adaptive

  • A specialty contractor drowning in vendor invoices that need coding to cost codes, where the bookkeeper is the bottleneck on closing the monthnot Togal.AI
  • A general contractor with dozens of project managers who all need to approve costs, and for whom per-seat construction ERP pricing is the reason field approval never got rolled outnot Togal.AI
  • A company that has outgrown QuickBooks for job costing but is not ready to spend a year implementing Sage 300 or Viewpointnot Togal.AI
  • A contractor whose lender or bonding agent wants a monthly WIP schedule that reconciles to the ledger without a two-day spreadsheet exercisenot Togal.AI

Togal.AI

  • A commercial general contractor bidding repetitive multifamily or hospitality floor plates where room-by-room area takeoff dominates the effortnot Adaptive
  • An estimating team that needs to requantify quickly when an architect issues a revised set two days before a bidnot Adaptive
  • A finishes subcontractor pricing flooring, paint and ceiling areas across hundreds of roomsnot Adaptive
  • A preconstruction group producing early order-of-magnitude budgets from schematic plans before a full estimate is justifiednot Adaptive

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Adaptive

  • Revenue-band pricing means a company with high turnover and thin margins, such as a materials-heavy trade, pays as if it were far more profitable than it is, and there is no seat-count lever to bring the cost down.
  • Back charge handling is a recurring complaint; contractors that routinely back charge subcontractors find the workflow does not model it cleanly and end up tracking it outside the system.
  • Budget structures are rigid relative to a full construction ERP, so companies that need to restructure cost codes mid-project or run multiple budget versions hit walls.
  • The QuickBooks sync has documented gaps, and because Adaptive sits alongside rather than replaces the ledger, any sync failure produces two sets of numbers that someone has to reconcile by hand.
  • It is a young company on a month-to-month contract with a Series A behind it, which cuts both ways: easy to leave, but the buyer carries the risk that a core accounting dependency changes ownership or direction.

Togal.AI

  • Annual billing is mandatory at $299 per user per month, so an estimating team that ramps up and down for bid seasons pays a full year for seats it uses intermittently.
  • Detection is tuned to architectural floor plans and space-based quantities; civil, structural detail and MEP riser takeoff still need a conventional tool, so most firms end up paying for two.
  • Automatically generated quantities still require estimator review before they enter a bid, so the saving is in tracing time rather than in checking time, and firms that skip the check are exposed on a hard-money bid.
  • The company spun out of a single general contractor, and drawing conventions that differ from that firm's typical project types produce weaker detection until the set is cleaned up.
  • It is a takeoff tool, not an estimating system, so pricing, rate build-up and bid assembly still happen elsewhere and the Excel handoff is the seam where errors get introduced.

Pricing, plan by plan

Adaptive

On request
  • Adaptive$undefined/month
    • Priced by annual revenue band and workflow scope
    • Unlimited users included
    • Month-to-month billing

Togal.AI

$299/month
  • Growth$299/month
    • One or two licences
    • Unlimited AI takeoffs
    • Drawing comparison and search
  • Business$undefined/year
    • Three or more licences
    • Quoted by the vendor
    • Team administration and shared takeoffs

Which should you pick?

Choose Adaptive if

  • You need ai invoice capture.
  • You work on Web, iOS, Android.
  • You also want job costing.
Adaptive review

Choose Togal.AI if

  • You need automatic space detection.
  • You also want drawing comparison.
Togal.AI review

Questions people ask

Is Adaptive or Togal.AI better?
Neither clearly leads. Adaptive starts at On request and Togal.AI at $299/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Adaptive or Togal.AI?
Adaptive starts at On request and Togal.AI at $299/month.
Does Adaptive or Togal.AI run on more platforms?
Adaptive runs on Web, iOS, Android. Togal.AI runs on Web.
What is Adaptive best used for?
Adaptive is most often used for a specialty contractor drowning in vendor invoices that need coding to cost codes, where the bookkeeper is the bottleneck on closing the month, a general contractor with dozens of project managers who all need to approve costs, and for whom per-seat construction erp pricing is the reason field approval never got rolled out, a company that has outgrown quickbooks for job costing but is not ready to spend a year implementing sage 300 or viewpoint, a contractor whose lender or bonding agent wants a monthly wip schedule that reconciles to the ledger without a two-day spreadsheet exercise. Of those, a specialty contractor drowning in vendor invoices that need coding to cost codes, where the bookkeeper is the bottleneck on closing the month and a general contractor with dozens of project managers who all need to approve costs, and for whom per-seat construction erp pricing is the reason field approval never got rolled out are not what Togal.AI is typically brought in for.
What can Adaptive do that Togal.AI cannot?
Adaptive covers AI invoice capture, Job costing, Approval routing, Lien waiver collection. Togal.AI covers Automatic space detection, Drawing comparison, Natural language search, Automated counts.

Answered from the vendors’ own pages

Adaptive: How is Adaptive priced?

By annual revenue band and the scope of workflows automated, billed monthly, with unlimited users. Adaptive does not publish a rate card; third-party listings have quoted entry points in the several hundred to one thousand dollars a month range, but the figure is negotiated.

Togal.AI: What does Togal.AI cost?

$299 per user per month billed annually for one or two licences. Three or more users are quoted individually.

Adaptive: Does it replace QuickBooks or Sage?

No. It sits on top of your general ledger and syncs to it. You keep the accounting system you have.

Togal.AI: Can I pay monthly?

No. The published Growth plan requires annual billing.

Adaptive: Is it a full construction ERP?

No. There is no payroll, equipment costing or inventory. It targets accounts payable, job costing, billing and payments.

Togal.AI: Does it replace an estimating system?

No. It produces quantities. Rates, markup and bid assembly still happen in your estimating software or a spreadsheet.

Adaptive: Who is it aimed at?

Construction companies roughly between $5m and $1bn in annual revenue, both general and specialty contractors.

Togal.AI: Who owns the drawings and takeoffs I upload?

You do, and quantities export to Excel, but check the contract for how uploaded drawing sets are retained and whether they inform model training.

Adaptive: What happens to our data if we leave?

Adaptive syncs to your ledger, so the accounting record persists there. Extract documents and approval history before cancelling; month-to-month terms mean access ends quickly.

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