Industries/Insurance/Claims, adjusting & TPAs

Adjuster notes are one of the clearest records of professional judgment in any industry.

AI labs license de-identified property claim files, inspection reports and operational records from independent adjusting firms and TPAs, within the limits of your client contracts.

  • Free evaluation, about 3 minutes
  • De-identified before delivery
  • You approve every system and date
  • No cost to you, ever
A water loss claim
  1. First noticeInsured reports a ceiling leak, call recorded
  2. AssignmentField adjuster assigned, mitigation vendor dispatched
  3. InspectionMoisture readings, photos, cause of loss determined
  4. Estimate and reserveEstimate written, reserve adjusted twice
  5. SettlementCoverage letter, payment, subrogation referred

Teaches a model how coverage, cause and cost get decided on a real file.Illustrative example

Indicative range, typical company$700K – $1.4M

80 office + 30 field staff, 8 years

Usual size to qualify15+ staff

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

Time to payment10–16 weeks

From first call, typically net 30 after acceptance.

Ranges are indicative, not offers, and come from the same model as our estimator.

What AI labs license

The claims, adjusting & tpas records buyers ask for

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

Claim files and diary notes

Every decision on a file, in the adjuster's own words.

GWGuidewireDCDuck CreekIn-house systems

Inspection photos and reports

What was found, measured and concluded on site.

Inspection appsPhoto logs

Estimates

How damage becomes a number.

XXactimate exportsSSymbility exports

Coverage letters and correspondence

How coverage positions are explained and disputed.

EmailLetter templates

QA reviews and training

How your firm checks and teaches good adjusting.

Audit filesTraining material
How your data moves

From your systems to a licensed copy

Your originals stay in your systems, untouched.

Your systems

GWGuidewireDCDuck CreekInspection appsPhoto logs

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. Never published or resold.

De-identification

How we handle claimants and medical content

Claimant names, addresses, policy and claim numbers, and payment details are removed or replaced. Bodily injury and workers' compensation files are excluded by default because of medical content.

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 later, on a call.

15+

Full-time employees

Office and field staff together. Technicians, crews and adjusters 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 valuation is free and commits you to nothing.

Request an evaluation
Who owns claims data at a TPA?

Usually the carrier or self-insured client, by contract. Your own operational records, such as workflow, training material and QA reviews, may be licensable where file data isn't. Some clients agree to include their files; the buyer's legal team handles those conversations with you.

We're an independent adjusting firm with 1099 adjusters. Do we qualify?

Often. Desk staff, examiners and QA reviewers count toward the size bar, and field adjusters produce the reports buyers want.

Are catastrophe deployments useful?

Yes. CAT files show how adjusting works under volume pressure, and they're rare in any dataset.

Can we leave out a specific client's files?

Yes. Scope is set by client, system and date range, in writing, before any export.

Does the valuation 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.