Updated October 2026
Support tickets and AI data licensing
Ticket histories are some of the most requested records. Ventra's ads put support tickets among records in especially high demand, monsterdata.ai asks for old emails, tickets and SOPs, and Polyshares, Cognor Labs and Mercor's tool list all cover help desks. A ticket is a problem, the steps taken and the fix, written down.1,2,3,4
Why tickets
Why a help desk queue is good material
Every ticket follows the same shape: someone reports a problem, your staff ask questions, try things, escalate, and close it. Thousands of those, with real wording and real outcomes, are exactly the repeated workflow micro1 says it looks for. AI agents that handle customer service learn from the steps, not just the answer.5
Our reading: tickets that link to other records are worth more, such as a ticket tied to the change that fixed it. Sunset, which brokers closed startups' archives, counts how a team used its tools among its valuation factors. In a service business, that might be a ticket tied to a work order and an invoice.6
Where tickets live
The systems buyers ask about
Help desks such as Zendesk, project tools such as Jira and Asana, and shared inboxes. Nyne lists Jira and Asana; Mercor names Slack, Teams, Gmail, Outlook, Confluence, Salesforce and others among 100+ tools; Clova Data names the PSA tools that MSPs use. If your tickets live in email threads, those count too.7,8,9
Clean first
What has to come out first
Customers put everything in tickets: phone numbers, addresses, account numbers, screenshots, passwords they should not have sent. Buyers say they remove personal details: micro1's partnership page says sensitive information is scrubbed before any downstream use, and Polyshares uses a third-party PII partner. Attachments are the hardest part, since a screenshot can carry details text scrubbing misses.10,11
If you support other businesses, the tickets may hold your clients' data. Polyshares excludes data held on behalf of clients. Exclude queues for your most sensitive accounts; Nyne's ads say any folder can be left out.12,13
How much is enough
Volume and years
FAQ
Questions, answered with sources
They record a problem, the steps and the fix, over and over. micro1 says it wants well defined workflows employees execute repeatedly.5
In our reading, yes. Sunset counts how a team used its tools when it values an archive.6
We do not answer legal questions. Ask the licensing company: their team reviews this with you before anything is signed.
Before you sign
Legal questions go to the licensing company
We do not answer legal questions. Ask the licensing company before you sign: their team reviews these with you.
Questions for this kind of business
- How do CCPA, GDPR, UK GDPR and state privacy laws apply, and is de-identified data still personal information?
- Do customer, vendor or platform contracts, NDAs or API terms restrict this?
Questions for any buyer
- Is the license exclusive, and for how long?
- Can you sublicense the data, and to whom?
- Which AI labs will receive it, and will you tell us?
- How long do you keep it, and how is it deleted?
- What is your liability cap, and who indemnifies whom?
- Will the contract ban re-identification of people in the data?
- Who removes personal data, by what method, and do we approve it first?