Linear Issues & Projects as AI training data
Linear is popular with product teams that move quickly, and its data reflects that: short issues, weekly or bi-weekly cycles, projects with milestones and updates, and a tight link to GitHub or GitLab pull requests. That makes a Linear workspace a compact record of how a modern software team plans and ships. Momentra can assess whether yours qualifies as AI training data.
Can Linear Issues & Projects be used as AI training data?
A Linear workspace may qualify as AI training data as a compact record of how a product team plans and ships. Issues with estimates and workflow states, cycles showing planned versus rolled-over work, and linked pull requests are the strongest assets. You pick teams and date ranges, and customer names in Triage issues are removed.
No files needed upfront. We sign an NDA before reviewing any sample.
What can be included
You choose the scope. These are the parts of Linear Issues & Projects that are typically most useful.
- ✓Issues with titles, descriptions, estimates, labels and priority
- ✓Workflow states per team, including Triage, Backlog, In Progress and Done
- ✓Cycles showing what was planned, completed and rolled over each iteration
- ✓Projects with milestones, target dates and written project updates
- ✓Comment threads and issue relations (blocking, related, duplicate, sub-issues)
- ✓Linked pull requests and branch names created from issues
Why AI labs value it
Tight issue-to-PR coupling
Linear generates branch names from issue IDs and moves issues automatically when pull requests merge. That makes it straightforward to pair each issue with the exact code that resolved it.
Cycle rollover shows real planning
Which issues were finished and which slipped into the next cycle reveals how estimates compare with reality. This is useful context for models that plan or prioritise work.
Project updates as written reasoning
Linear project updates often explain status, risks and changes in direction in a few paragraphs. These short, real write-ups show how teams communicate progress.
How it is scoped, exported and anonymized
Export through the API
Linear's GraphQL API exposes issues, history, cycles, projects and comments, and its CSV export covers basic issue fields. A fuller API export is usually needed and is arranged after the NDA.
Customer requests and Triage
Issues created from support integrations or customer requests in Triage can include customer names and emails. These are detected and removed or replaced, or the team is excluded from scope.
Choose teams to include
Workspaces often have separate teams for engineering, design and operations. You decide which teams and date ranges are in scope.
How a partnership begins
Share Basic Information
Share only your contact, company, industry, and partnership interests—no raw data required.
Initial Value Assessment
We discuss the data type, completeness, scarcity, and the tasks it could support.
Define the NDA and Boundaries
Before reviewing any sample, we define confidentiality, permitted use, retention, and security requirements.
Receive an Offer and Begin the Partnership
We provide a purchase proposal and contract, then support de-identification and secure data transfer.
Frequently asked questions
- Our Linear workspace is only two years old. Is that enough?
- Age is only one factor. A younger workspace with well-written issues, consistent cycles and linked pull requests can still capture complete workflows.
- Do we need to include the GitHub repos linked to Linear?
- No, but the combination is usually more valuable than either alone, because the issue gives the objective and the pull request shows the outcome.
- Are Linear's AI-generated summaries included?
- The focus is on human-written content. Machine-generated text adds little and may be excluded or flagged during preparation.
- Is Momentra connected with Linear the company?
- No. Linear is named only to describe where your data lives. There is no partnership or endorsement.
Related
Let's talk about your Linear Issues & Projects.
Share only the essential details. No files are required at this stage.
Contact the Momentra team