Industries/Software, agencies and services

Tickets, briefs and code reviews are the record of how good work ships.

AI labs license de-identified records from established software companies, IT providers, marketing agencies, retailers, hospitality groups, schools and nonprofits.

  • Free evaluation, about 3 minutes
  • De-identified before delivery
  • You approve every system and date
  • No cost to you, ever
A customer escalation, as the records show it
  1. TicketCustomer reports a failed integration
  2. TriageSupport reproduces, tags as a bug
  3. FixEngineer opens a pull request, two review rounds
  4. ReleasePatch shipped, release notes updated
  5. Follow-upCustomer confirms, help article written

Teaches a model how teams diagnose, fix and communicate under real constraints.Illustrative example

Indicative range, typical company$320K – $630K

40 office staff, 5 years

Usual size to qualify20+ 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 software, agency and services records buyers ask for

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

Support tickets and help desk

How customer problems are triaged, solved and explained.

ZendeskIntercomJira

Code reviews and releases

For software teams: pull requests, reviews and release history.

JiraConfluenceSlack

Project and campaign files

For agencies: briefs, drafts, client feedback and approvals.

AsanaGoogle DriveSlack

Customer and guest communications

For retail and hospitality: orders, returns, reservations and complaints.

ZendeskEmailCall recordings

Internal knowledge

Wikis, SOPs, onboarding and postmortems.

NotionConfluenceSharePoint
How your data moves

From your systems to a licensed copy

Your originals stay in your systems, untouched.

Your systems

ZendeskIntercomJiraConfluence

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 customers, clients and credentials

Customer and client names, emails, payment details, API keys, passwords and secrets are removed or replaced before delivery. Source code can be included or excluded, system by system.

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.

20+

Full-time employees

That's the only size bar. If that many people work at a computer, you likely qualify.

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
Do you license source code?

Only if you choose to. Many companies license tickets, docs and code reviews but keep source code out of scope.

Can agencies license client work?

Your client contracts decide that. Internal process, briefs and feedback loops are often licensable with client names removed; client-owned deliverables may need consent.

Do retail and hospitality businesses qualify?

Yes. Customer service, returns, reservations and operations records are valuable, with customer identities removed.

We're a nonprofit. Can we take part?

Yes. Program, grant and operations records qualify, and the proceeds can fund your mission.

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.