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LLM Observability. In One Line.
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LLM observability for OpenAI, Anthropic, Gemini, and more. Log requests and costs with a one-line baseURL swap; no SDK required. Add SDK helpers or OTLP for agent trace trees, then evaluate outputs in one place.
PH · launched Sep 10, 2026 · 2 upvotes (top 26%) · 1 view
Niche: ai agent observability platforms · 220 launches, 5 in the last 7 days ▼ -64% · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- AI-native
- Commercial product
- SaaS
- Developer Tools
- Artificial Intelligence
Visit website ↗ Source listing ↗
More like this: all 220 launches in ai agent observability platforms →
Could you build this?
Partial A basic LLM reverse proxy is easy to vibe code, but handling high-throughput streaming proxying, accurate token calculation, full OpenTelemetry span trees, and real-time observability at scale requires dedicated distributed backend engineering.
What it would actually take: Requires an edge reverse proxy (Cloudflare Workers or Go/Rust gateway) that parses streaming SSE payloads from multiple LLM providers without adding latency, while calculating exact token counts and costs against dynamic pricing tables. Telemetry must ingest OTLP spans and store hierarchical trace trees into high-throughput time-series and document stores (ClickHouse or Elastic). Deep systems knowledge of streaming protocols, distributed tracing, and high-concurrency ingestion pipelines is essential.
Competitors
Other products that read as similar to this one : 163 launches clear the similarity bar, closest 8 shown.
Attention rank: #47 of 164 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 313 days after the earliest competitor.
- AI Observability by OpenObserve · ph · 2026-09-10 · 304 upvotes · similarity 0.57
- LLMxRay an open-source observability tool for LLMs · hn · 2026-10-11 · 11 upvotes · similarity 0.53
- telemetry.dev · ph · 2026-10-31 · 242 upvotes · similarity 0.50
- Trel.to · ph · 2026-09-19 · 3 upvotes · similarity 0.49
- Lumina · hn · 2026-01-25 · 6 upvotes · similarity 0.47
- ML condenses billions of logs into a tiny snapshot your LLM can debug · hn · 2026-06-17 · 13 upvotes · similarity 0.47
- Tracium · ph · 2026-10-22 · 6 upvotes · similarity 0.47
- Superlog (YC P26) · hn · 2026-05-19 · 74 upvotes · similarity 0.46
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.