Industries/Insurance/MGAs & program administrators

Your underwriting files show judgment that no public dataset contains.

AI labs license de-identified submissions, underwriting notes and referral files from established MGAs and program administrators, within the limits of your carrier agreements.

  • Free evaluation, about 3 minutes
  • De-identified before delivery
  • You approve every system and date
  • No cost to you, ever
A referral outside appetite
  1. SubmissionHabitational risk, 1978 build, prior water losses
  2. TriageOutside auto-bind rules, referred to a senior underwriter
  3. UnderwritingInspection ordered, roof and plumbing updates requested
  4. Carrier referralAuthority exceeded, carrier approves with a water sublimit
  5. Bind and reportBound and reported on the monthly bordereau

Teaches a model how underwriting authority and judgment actually work.Illustrative example

Indicative range, typical company$390K – $790K

40 office staff, 6 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 MGA and program records buyers ask for

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

Submissions and underwriting notes

How risks are assessed, questioned and priced.

Underwriting workbenchesEmail

Rating worksheets and referrals

Where rules stop and judgment starts.

Rating toolsReferral logs

Bordereaux and carrier reporting

How a program is reported and monitored over time.

Bordereau filesSpreadsheets

Broker correspondence

How brokers present business and negotiate terms.

EmailBroker portals

Your own guidelines and manuals

Internal underwriting guides, training and audit notes.

SharePointGoogle Drive
How your data moves

From your systems to a licensed copy

Your originals stay in your systems, untouched.

Your systems

Underwriting workbenchesEmailRating toolsReferral 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 insureds, brokers and delegated authority

Insured and broker names, addresses, policy numbers and loss details tied to an insured are replaced or removed. Carrier-owned guidelines and rating plans are excluded unless the carrier agrees in writing.

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
Our binding authority agreement mentions data. Can we still take part?

Read it with counsel. Many delegated authority agreements give carriers rights over policy and claims data. Records you own outright, such as internal underwriting notes and broker correspondence, may be licensable even where policy data isn't.

Do bordereaux have value?

Yes, especially over several years. They show how a book changes as underwriting rules change.

We've moved a program between carriers. Does that complicate things?

It means scope is set by period, with each carrier's records treated under its own agreement. The buyer's legal team works through that with you.

Do fronted and hybrid programs qualify?

Often. The question is who owns which records, not how the program is structured.

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.