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A PR-native release-risk assistant for engineering and QA teams. It scans risky changed areas and writes a short test-first merge triage report before you ship.
I built AI Risk Manager to help answer one practical question before merging a PR:
What should we test first?
It’s an open-source CLI that scans a repository or PR branch and creates a short release-risk triage report with: - risky changed areas - test-first actions - merge decision: ready, review_required, or block_recommended
It runs in deterministic mode by default, so no repository code needs to be sent to an LLM. AI enrichment is optional. It works best today for backend-heavy FastAPI, Django/DRF, and Express/Node repos.
This is an open alpha. I’d love feedback from engineers and QA leads on what feels useful, noisy, or missing.
I’m looking for 5 backend/QA teams to run this on one real PR.
The question: did the top 3 findings change what you would test before merge?
About AI Risk Manager on Product Hunt
“Know what to test before merging AI-generated PRs”
AI Risk Manager was submitted on Product Hunt and earned 3 upvotes and 2 comments, placing #147 on the daily leaderboard. A PR-native release-risk assistant for engineering and QA teams. It scans risky changed areas and writes a short test-first merge triage report before you ship.
AI Risk Manager was featured in Developer Tools (511.7k followers), Artificial Intelligence (467.3k followers) and GitHub (41.2k followers) on Product Hunt. Together, these topics include over 177k products, making this a competitive space to launch in.
Who hunted AI Risk Manager?
AI Risk Manager was hunted by Andrey Harlamov. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Andrey Harlamov
Hey Product Hunt,
I built AI Risk Manager to help answer one practical question before merging a PR:
What should we test first?
It’s an open-source CLI that scans a repository or PR branch and creates a short release-risk triage report with:
- risky changed areas
- test-first actions
- merge decision: ready, review_required, or block_recommended
It runs in deterministic mode by default, so no repository code needs to be sent to an LLM. AI enrichment is optional. It works best today for backend-heavy FastAPI, Django/DRF, and Express/Node repos.
This is an open alpha. I’d love feedback from engineers and QA leads on what feels useful, noisy, or missing.
Thanks for checking it out.