What AI labs want from Jira
Coding agents need to learn the full loop: a bug report or feature request, the discussion, the code change, the review and the test result. Jira holds the first half of that loop. Your repository holds the second.
- Issues with clear descriptions, acceptance criteria and comments
- Status history from open to done
- Links to commits, branches and pull requests
- Sprint, epic and release structure
- Bug reports with reproduction steps and test logs
Comment threads matter as much as the ticket fields. They show engineers debating trade-offs, asking for clarification and changing scope, which is the judgment agents struggle with.
Turing's Project Lazarus acquires defunct startups' private repos, design docs, testing logs and internal wikis (Turing). Enterprise buyers list project histories and QA processes.
Why linked tickets are worth more
| Data package | What a model can learn | Relative value |
|---|---|---|
| Jira export only | How work is planned and discussed | Lower |
| Jira plus linked commits | How a request turns into code | Higher |
| Jira, commits, tests and Slack threads | The full engineering workflow | Highest |
Sunset prices on company size, age and "data richness," meaning how well records link across systems (MIT Technology Review). The relative ranking above follows that logic. It is not a published price list.
Price points
- cielo24: Slack, email and Jira tickets for "hundreds of thousands of dollars" (Fast Company).
- SimpleClosure: about $10K to $100K per deal across ~100 deals in a year (Forbes).
- SimpleClosure has done 150+ deals, and 47% now include code or data sales (MIT Technology Review).
- A crypto startup sold its codebase for about $25K, with workspace data pending at about $15K (MIT Technology Review).
These figures mostly cover bundles. Jira alone rarely sells as a separate line item in public reports. Sunset says healthcare and finance data carry a premium (MIT Technology Review), so a fintech or health-tech issue tracker may draw more interest, along with more privacy review. Selling Jira with code? See selling source code to AI labs.
Risks specific to Jira
- Secrets. Engineers paste credentials, tokens and connection strings into tickets. Scan and remove them.
- Customer data. Bug reports often quote customer records or logs with emails and IP addresses. Under the CCPA, B2B contacts count as consumers (Cal. Civ. Code 1798.140).
- Client projects. Agencies and consultancies may track client work under NDA. That data may not be yours to sell. See client data vs. company data.
- Vendor terms. Slack restricts LLM use of API-accessed data (Hunton). Check your issue tracker's terms for similar export or use limits before pulling data for a buyer.
- No unlearning. Models can't practically "unlearn" data once trained (Frankfurt Kurnit). Scope carefully up front.
General information only, not legal advice.
How to prepare Jira data
- Export issues with full history, comments, links and custom fields.
- Map ticket keys to commits and pull requests. Keep that mapping intact.
- Run a secrets scan across descriptions, comments and attachments.
- Replace people's names with role labels and remove customer identifiers.
- Drop HR, security-incident and client-confidential projects.
- Document what you own and how it was created. SimpleClosure runs chain-of-title checks (01net).
Operating vs. shutting-down companies
Most public Jira sales came from shut-down startups, whose code and tickets form a closed, complete record. An operating software company can license historical projects, but it may not want to expose current product work. Closing a startup? Start with the shutdown data checklist.
Get a quick range for your engineering data: take the 60-second estimate.
Frequently asked questions
Do AI labs buy Jira tickets?
Yes. Shut-down startups have sold Jira data, often with Slack, email and code. cielo24 sold Slack, email and Jira tickets for hundreds of thousands of dollars.
Why are Jira tickets tied to commits worth more?
They show the full path from a request to working code. Shutdown service Sunset says tickets linked to commits are worth more than standalone documents.
What should I remove from Jira before selling?
Credentials and secrets, customer personal data, people's names, and any client-confidential, HR or security-incident projects.