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

- TicketCustomer reports a failed integration
- TriageSupport reproduces, tags as a bug
- FixEngineer opens a pull request, two review rounds
- ReleasePatch shipped, release notes updated
- Follow-upCustomer confirms, help article written
Teaches a model how teams diagnose, fix and communicate under real constraints.Illustrative example
40 office staff, 5 years
Plus 3 or more years of records in your own systems.
From first call, typically net 30 after acceptance.
Ranges are indicative, not offers, and come from the same model as our estimator.
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.
Code reviews and releases
For software teams: pull requests, reviews and release history.
Project and campaign files
For agencies: briefs, drafts, client feedback and approvals.
Customer and guest communications
For retail and hospitality: orders, returns, reservations and complaints.
Internal knowledge
Wikis, SOPs, onboarding and postmortems.
From your systems to a licensed copy
Your originals stay in your systems, untouched.
Your systems
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.
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.
What you need
Not sure how much data you have? Nobody expects you to. Volume is measured later, on a call.
Full-time employees
That's the only size bar. If that many people work at a computer, you likely qualify.
Questions owners ask
Still unsure? The valuation is free and commits you to nothing.
Request an evaluationDo 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.
See what your software, agency and services records could be worth.
Free, about two minutes, no obligation.