Tanvelo
Test your AI. Find its weaknesses. Fix it
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Tanvelo tests your AI chatbot / RAG / coding assistant with 100s of auto-generated tests, gives you a 0-100 Health Score, clusters failures, finds root causes, and generates training data to fix it
PH · launched Sep 22, 2026 · 2 upvotes (top 26%) · 2 views
Niche: llm evaluation and deployment tools · 77 launches, 0 in the last 7 days · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- B2B
- AI-native
- Commercial product
- Developer Tools
- Artificial Intelligence
- Tech
Visit website ↗ Source listing ↗
More like this: all 77 launches in llm evaluation and deployment tools →
Could you build this?
Partial The evaluation dashboard and synthetic prompt generation can be prototyped, but real-time semantic failure clustering, deterministic scoring guardrails, and fine-tuning dataset synthesis require sophisticated ML evaluation pipelines.
What it would actually take: A production version requires an asynchronous job runner (e.g., Celery/Temporal) coordinating parallel LLM invocations against target endpoints. Evaluation requires embedding runs via models like text-embedding-3-large, clustering failure vectors using HDBSCAN or UMAP, and calibrating independent LLM-as-a-judge scorers against human baselines to avoid hallucinated feedback and metric drift.
Competitors
Other products that read as similar to this one : 229 launches clear the similarity bar, closest 8 shown.
Attention rank: #60 of 230 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 307 days after the earliest competitor.
- AlgoCademy · ph · 2026-11-04 · 2 upvotes · similarity 0.42
- Atrophy · hn · 2026-07-07 · 5 upvotes · similarity 0.41
- TechEval.ai · ph · 2026-10-07 · 1 upvotes · similarity 0.41
- Don't ask if devs cheat with AI, test if they're good with it · hn · 2026-06-30 · 5 upvotes · similarity 0.41
- Aprilo Chat bot · ph · 2026-11-08 · 2 upvotes · similarity 0.40
- lorevault · github · 2026-11-03 · 23 upvotes · similarity 0.40
- ELIA Assistant · ph · 2026-11-12 · 2 upvotes · similarity 0.40
- Automated Testing for AI Agents · hn · 2026-03-06 · 8 upvotes · similarity 0.40
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