Requirements that learn from you

February 2, 2026

Your coding agents make mistakes. That's expected. What matters is whether you learn from them.

That's why we've released our insights page, populated with proposed requirements 100% based on your code bases. To start populating it, head to the integrations page and turn on "Suggest Reqs" for any of your GitHub repos. We'll automatically start analyzing recent activities, perform root cause analysis of bug fixes, and propose requirements that catch these categories of problems before they hit - continuously improving the context and guardrails of your coding agents.

Each proposal comes with code samples pulled directly from commits and pull requests in your code base, showing prior mistakes or new design patterns. Every proposal includes a 6-dimension quality analysis covering specificity, novelty, evidence, scope clarity, actionability, and completeness. Give proposals a thumbs up or thumbs down to train the recommendation system in your tenant to make better proposals over time. The improvements happen automatically, and you can sign up for weekly digest emails in your user profile to stay in the loop.

Next time you login to zenable.app you'll see notifications in the top right to keep track of when we have something new for you. And if you'd like the same features for GitLab, let us know!