Customer Support Ticket Data for AI Training: What Software Companies Can License
By Andrew Smart, founder of MON$TER · About
If your software company has run a help desk for years, you're holding one of the record types AI buyers ask about most: real customer support conversations and how they were resolved.
Why buyers want support data
AI assistants and support tools learn from real examples of problems and fixes. Years of tickets show how real users describe issues, which answers worked, how cases were escalated and how long resolution took. That's hard to fake and hard to find outside an established business.
What can often be licensed
- Ticket text and replies, with personal details removed
- Categories, tags and priorities that show how issues are sorted
- Resolution notes and outcomes: what fixed the problem and whether it came back
- Timing data: first response, time to resolve, escalation paths
- Knowledge-base articles your team wrote, linked to the tickets they solved
- History: several years of records, so patterns are clear
What stays out
- Names, emails, phone numbers, account IDs and anything else that identifies a person. See what counts as PII.
- Attachments, screenshots or pasted details that could expose a customer's own confidential data
- Anything your customer contracts or help-desk software terms don't let you use this way. See does our privacy policy allow data licensing?
This is general information, not legal advice. Have your attorney review your agreements first.
Getting ready
List your help-desk exports in a data inventory, explain the fields in a data dictionary and read can a SaaS company sell its data to AI? for the bigger picture.
What it can be worth
Published MON$TER ranges: an exclusive one-time sale typically lands at $50K-$1M, and a non-exclusive recurring license typically runs $300K-$3M per year. No amount is guaranteed and not every company qualifies. Buyers see a description first, never your raw data. Get a free valuation at /estimate/ or start at Business Data. Know a software company with years of tickets? Our Amba$$ador program rewards referrals that close a deal.