Agnost AI: Turn Your Agent Traces Into a Faster, Cheaper, & more Accurate Custom Model
We use your agent’s production traces to train a specialized model that performs better, responds faster, and costs less.
Details
- External ID
- 111310
- Source
- YC
- Company
- Agnost AI
- Product
- Agnost AI: Turn Your Agent Traces Into a Faster, Cheaper, & more Accurate Custom Model
- Website domain
- agnost.ai
- Launched
- Aug. 20, 2026
- Cohort
- Summer 2026
- Upvotes
- 96
- Upvotes percentile
- 0.9396551724137931
- Tags
- Artificial Intelligence, Developer Tools, Machine Learning, Analytics, Monitoring
- Fetched at
- Sept. 30, 2026, 5 p.m.
- Updated at
- Sept. 30, 2026, 5 p.m.
Enrichment
- Theme
- modular ai agent skills and toolkits
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- B2B
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- fine-tune custom models from agent traces
- Manually corrected
- False
Could you build this?
Partial The ingestion SDK and analytics dashboards are vibe-codeable, but auto-clustering conversation traces and fine-tuning/distilling smaller models from production traces require specialized ML pipelines.
What it would actually take: The stack needs high-throughput trace ingestion (OpenTelemetry-compliant collectors, ClickHouse for analytical queries), unsupervised clustering pipelines (HDBSCAN / semantic embeddings over multi-turn dialogues), and automated fine-tuning pipelines (LoRA/QLoRA orchestration on GPU clusters). The difficult parts are building reliable automated evals to surface hallucinations and maintaining robust pipelines to distill large models into smaller custom checkpoints without catastrophic forgetting.
Competitors
Other products that read as similar to this one — 223 launches clear the similarity bar, closest 8 shown.
Attention rank: #27 of 224 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 293 days after the earliest competitor.
- Agnost AI · ph · 2026-08-25 · 289 upvotes · similarity 0.50
- Meta-agent: self-improving agent harnesses from live traces · hn · 2026-04-06 · 14 upvotes · similarity 0.46
- Agnost AI: Product Analytics for AI Agents · yc · 2026-07-24 · 191 upvotes · similarity 0.45
- Experiential Labs - Turn your AI spend into a cheaper + better model you own · yc · 2026-08-06 · 16 upvotes · similarity 0.45
- Progress AI Observability · ph · 2026-08-07 · 168 upvotes · similarity 0.43
- Empromptu AI · ph · 2026-06-04 · 288 upvotes · similarity 0.43
- Mirrors · hn · 2026-07-02 · 8 upvotes · similarity 0.43
- Trainly · hn · 2026-04-22 · 6 upvotes · similarity 0.42
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a model & infra tool for Fintech yet.