Engineering leadership
How do I trace an AI-generated PR back to product strategy?
Create an unbroken chain from the pull request to the execution artifact it implements, then through the product decisions that justify that work. Store those relationships as data, not as links buried in prose.
Build the trace in both directions
The delivery path starts at strategy and decomposes through goals, projects, requirements, stories, and tickets. The audit path starts at the pull request and walks that chain upward.
Add explicit links for the persona served and problem addressed. Containment explains where work belongs, while demand links explain who needs it and why.
Pull request to work
Record the exact execution artifact and repository evidence associated with the change.
Work to outcome
Follow parent relationships until the relevant goal and strategy are visible.
Work to demand
Follow persona and problem relationships instead of inferring customer value from the ticket title.
Check the chain, not only its presence
A complete chain can still be wrong. One child may oppose the intent of its parent, or a live item may descend from a premise the team already abandoned.
Helen combines structural traversal with semantic checks, so it can distinguish a missing relationship from a contradiction inside an existing chain.
What the reviewer should see
A useful pull-request report names the linked work, summarizes the relevant chain, shows unresolved findings, and cites the evidence behind every blocking conclusion.