Industries/Construction and real estate

Bids, RFIs and change orders record how buildings really get built.

AI labs license de-identified project records from established general contractors, specialty trades, developers, brokerages and property managers.

  • Free evaluation, about a minute
  • De-identified before delivery
  • You approve every system and date
  • No fee to you
A change order, as the project file shows it
  1. RFIField team flags a conflict with the drawings
  2. ResponseArchitect issues a revised detail
  3. PricingSub prices the change, GC adds markup
  4. ApprovalOwner approves with a schedule impact
  5. Close-outWork completed, pay application updated

Teaches a model how scope, cost and schedule get negotiated on a real job.Illustrative example

Indicative range, typical company$340K – $680K

30 office + 50 field staff, 6 years

Usual size to qualify15+ staff

Plus 3 or more years of records in your own systems.

Published deal

Polyshares reports licensing a general contractor's records for $300K.

Ranges are indicative, not offers, and come from the same model as our estimator. Published figures are as reported by each source; no affiliation implied.

What AI labs license

The construction and real estate records buyers ask for

One well-documented system can qualify. You choose what's included, and anything can be left out.

Bids and estimates

How projects are priced, leveled and won.

PProcoreExcelEstimating software

RFIs, submittals and change orders

How design questions and scope changes are resolved.

PProcoreBBuildertrendEmail

Daily logs and field reports

What happened on site, weather delays and safety notes.

PProcoreMobile app notesJob photos

Leases and maintenance tickets

For property managers: how tenants, vendors and repairs are handled.

YYardiAFAppFolio

Brokerage transactions

Listings, offers, negotiation and closing workflows.

CRMEmailPDFs
How your data moves

From your systems to a licensed copy

Your originals stay in your systems, untouched.

Your systems

PProcoreExcelBBuildertrendMobile app notes

You approve the scope

Systems, date ranges, clients and lines, in writing.

De-identified

People, companies, addresses and account numbers replaced or removed.

Licensed copy

Used for AI training. The license prohibits publishing or resale.

De-identification

How we handle owners, tenants and job sites

Owner, tenant, buyer and subcontractor names, addresses, bank details and contract values tied to a party are replaced or removed. Bid amounts can be generalized or excluded.

Removed before delivery

  • People's names, replaced with placeholders
  • Customer, client and company names
  • Addresses, phone numbers and emails
  • Account, policy and card numbers
  • Social Security numbers, dates of birth, health details
  • Passwords, gate and alarm codes

What buyers keep

  • The request or problem
  • The diagnosis, decision or outcome
  • Prices, quantities and timelines
  • How the work moved between people and systems

Your originals never leave your systems. Only the agreed copy is processed.

Who qualifies

What you need

Not sure how much data you have? Nobody expects you to. Volume is measured during the evaluation.

15+

Full-time employees

Office and field staff together. Technicians, crews and adjusters also raise the valuation.

3+ years of recordsMore history means a higher valuation. Archived systems count.
Records your company ownsEmail, files, CRM and operating systems in your own accounts.
Cloud or exportable systemsMicrosoft 365, Google Workspace, field service and agency systems.
US and international teamsUS companies first. Canada, the UK, the EU and Australia case by case.
FAQ

Questions owners ask

Still unsure? The evaluation is free and commits you to nothing.

Request an evaluation
Do field crews count toward size?

Yes. Office staff produce bids and correspondence, and field teams produce daily logs, photos and reports. Both raise the valuation.

Will competitors see our pricing?

No. Company names are replaced and the license prohibits publishing. Bid amounts can be generalized or left out of scope.

Can property managers participate?

Yes. Maintenance tickets, vendor coordination and leasing workflows are valuable, with tenant identities removed.

We've used several systems over the years. Is that a problem?

No. Older systems, archives and shared drives count, and longer history raises the value.

Does the evaluation commit us to anything?

No. It's free and creates no obligation. If you qualify, the final offer comes in writing after a review of your systems. Nothing leaves your systems until you sign.