Retrio
Test your AI before your users do.
Details
- External ID
- 1249350
- Source
- PH
- Company
- —
- Product
- Retrio
- Website domain
- producthunt.com
- Launched
- Sept. 14, 2026
- Cohort
- —
- Upvotes
- 2
- Upvotes percentile
- 0.7405388069275176
- Tags
- SaaS, Developer Tools, Artificial Intelligence
- Fetched at
- Sept. 15, 2026, 1:01 a.m.
- Updated at
- Sept. 15, 2026, 1:01 a.m.
Description
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.
Enrichment
- Theme
- ai cybersecurity and penetration testing
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- testing platform for ai applications
- Manually corrected
- False
Could you build this?
Yes Retrio provides a web UI to define test suites, send HTTP requests to an LLM endpoint, evaluate responses against baselines using an LLM-as-judge prompt, and record regression history.
Competitors
Other products that read as similar to this one — 131 launches clear the similarity bar, closest 8 shown.
Attention rank: #37 of 132 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 246 days after the earliest competitor.
- Agent Reliability Toolkit · ph · 2026-09-10 · 1 upvotes · similarity 0.48
- Rebuno · ph · 2026-09-14 · 3 upvotes · similarity 0.47
- Agnost AI · ph · 2026-08-25 · 289 upvotes · similarity 0.46
- TryCase · ph · 2026-09-14 · 99 upvotes · similarity 0.42
- Mirrors · hn · 2026-07-02 · 8 upvotes · similarity 0.42
- Progress AI Observability · ph · 2026-08-07 · 168 upvotes · similarity 0.42
- Reflexio · ph · 2026-09-05 · 282 upvotes · similarity 0.42
- TestSprite 3.0 · ph · 2026-05-22 · 471 upvotes · similarity 0.42
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a observability & eval tool for Media & entertainment yet.