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Retrio

Test your AI before your users do.

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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.

PH · launched Sep 14, 2026 · 2 upvotes (top 26%) · 0 views

Niche: ai agent evaluation platforms · 182 launches, 8 in the last 7 days ▼ -50% · Explore this niche →

Category and tags
  • Horizontal
  • Observability & eval
  • B2B
  • AI-native
  • Commercial product
  • SaaS
  • Developer Tools
  • Artificial Intelligence

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More like this: all 182 launches in ai agent evaluation platforms →

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 : 363 launches clear the similarity bar, closest 8 shown.

Attention rank: #137 of 364 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 305 days after the earliest competitor.

  • three.dev · ph · 2026-11-12 · 131 upvotes · similarity 0.52
  • Agent Reliability Toolkit · ph · 2026-09-10 · 1 upvotes · similarity 0.49
  • Rebuno · ph · 2026-09-14 · 3 upvotes · similarity 0.47
  • Agnost AI · ph · 2026-08-25 · 289 upvotes · similarity 0.47
  • Mirrors · hn · 2026-07-02 · 8 upvotes · similarity 0.44
  • BotGauge · ph · 2026-10-28 · 209 upvotes · similarity 0.44
  • Progress AI Observability · ph · 2026-08-07 · 168 upvotes · similarity 0.43
  • Midwater · ph · 2026-10-19 · 2 upvotes · similarity 0.43

Related data

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.