Sentrial: Production Monitoring for AI Agent Behavior
Sentrial helps engineering teams detect, diagnose, and fix AI agent issues in production.
Details
- External ID
- 97540
- Source
- YC
- Company
- Sentrial
- Product
- Sentrial: Production Monitoring for AI Agent Behavior
- Website domain
- sentrial.com
- Launched
- Feb. 5, 2026
- Cohort
- Winter 2026
- Upvotes
- 27
- Upvotes percentile
- 0.6395348837209303
- Tags
- —
- Fetched at
- Sept. 30, 2026, 5 p.m.
- Updated at
- Sept. 30, 2026, 5 p.m.
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
- production monitoring for ai agents
- Manually corrected
- False
Could you build this?
Yes Sentrial is an AI agent observability platform that can be vibe-coded using lightweight Python/TypeScript SDKs to send execution traces to a standard time-series or document database and Next.js dashboard.
Competitors
Other products that read as similar to this one — 321 launches clear the similarity bar, closest 8 shown.
Attention rank: #122 of 322 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 94 days after the earliest competitor.
- Sentryops: AI DevOps Assistant · ph · 2026-09-11 · 2 upvotes · similarity 0.49
- Hyperprobe: On-call Agent for engineering teams · yc · 2026-08-17 · 82 upvotes · similarity 0.47
- Geiger · hn · 2026-09-09 · 49 upvotes · similarity 0.43
- Deeptrace - AI agents for on-call · yc · 2025-11-12 · 16 upvotes · similarity 0.43
- Sentnl · ph · 2026-09-29 · 1 upvotes · similarity 0.43
- Traceforce — Catch risky agent actions your security gateway will never spot · yc · 2026-07-28 · 7 upvotes · similarity 0.43
- agent-monitor · github · 2026-09-16 · 32 upvotes · similarity 0.42
- Corelayer: AI on-call engineer for regulated industries · yc · 2026-01-14 · 108 upvotes · similarity 0.41
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.