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Retrio
Test your AI before your users do.
AI applications change constantly. Retrio helps you catch when those changes break expected behavior. Build test suites for AI agents, define expected behavior and golden baselines, and run them against your live application. Retrio evaluates every response to identify regressions and behavioral drift. Compare actual outputs, see what changed, and track quality across every run.
Top comment
I built Retrio because testing AI applications felt weirdly difficult. Traditional tests can tell you whether an API returned a response, but they don't tell you whether your agent actually behaved the way you intended. So I built Retrio to make that feedback loop simple: define how your agent should behave, run your test suite, and see exactly when behavior changes, regresses, or drifts. This is my first launch on Product Hunt, and I'd genuinely love to hear what you think. What are you currently using to test and monitor your AI applications?
About Retrio on Product Hunt
“Test your AI before your users do.”
Retrio was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #135 on the daily leaderboard. AI applications change constantly. Retrio helps you catch when those changes break expected behavior. Build test suites for AI agents, define expected behavior and golden baselines, and run them against your live application. Retrio evaluates every response to identify regressions and behavioral drift. Compare actual outputs, see what changed, and track quality across every run.
On the analytics side, Retrio competes within SaaS, Developer Tools and Artificial Intelligence — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how Retrio performed against the three products that launched closest to it on the same day.
Who hunted Retrio?
Retrio was hunted by Akash. 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.
For a complete overview of Retrio including community comment highlights and product details, visit the product overview.

