Tanvelo
Test your AI. Find its weaknesses. Fix it
Details
- External ID
- 1255286
- Source
- PH
- Company
- —
- Product
- Tanvelo
- Website domain
- producthunt.com
- Launched
- Sept. 22, 2026
- Cohort
- —
- Upvotes
- 2
- Upvotes percentile
- 0.7405388069275176
- Tags
- Developer Tools, Artificial Intelligence, Tech
- Fetched at
- Sept. 24, 2026, 4:21 a.m.
- Updated at
- Sept. 24, 2026, 4:21 a.m.
Description
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
Enrichment
- Theme
- task-specific ai agents and assistants
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- ai model testing and evaluation platform
- Manually corrected
- False
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 — 64 launches clear the similarity bar, closest 8 shown.
Attention rank: #11 of 65 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 287 days after the earliest competitor.
- Atrophy · hn · 2026-07-07 · 5 upvotes · similarity 0.39
- Don't ask if devs cheat with AI, test if they're good with it · hn · 2026-06-30 · 5 upvotes · similarity 0.39
- Retrio · ph · 2026-09-14 · 2 upvotes · similarity 0.38
- Automated Testing for AI Agents · hn · 2026-03-06 · 8 upvotes · similarity 0.38
- See how much your AI knows about you · hn · 2026-08-24 · 22 upvotes · similarity 0.38
- AI ChatBot : Ask Anything 5.6 · ph · 2026-09-15 · 1 upvotes · similarity 0.38
- Cekura · ph · 2026-03-24 · 431 upvotes · similarity 0.37
- AI Chatbot LLM · ph · 2026-09-28 · 1 upvotes · similarity 0.36
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.