Axiomat – Agents that cannot hallucinate
Formally verified data queries
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YC · launched Nov 9, 2026 · 12 upvotes (top 24%) · 0 views
Niche: llm hallucination detection tools · 27 launches, 2 in the last 7 days · Explore this niche →
Category and tags
- Horizontal
- Agent / copilot
- B2B
- AI-native
- Commercial product
- SaaS
- Big Data
- AI
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More like this: all 27 launches in llm hallucination detection tools →
Could you build this?
Partial The UI and query workflow (natural-language questions over business data, answer display) are vibe-codeable. The core claim of formally verified, non-hallucinating answers requires a semantic/logical layer that does not exist off the shelf.
What it would actually take: The stack would be an LLM that translates questions into a typed intermediate representation, a business-logic schema or ontology the company defines, and a deterministic executor over the warehouse (SQL or similar). The hard parts are designing a verifiable query language, proving the translation is correct, and integrating with customer data systems, which needs formal methods and data-engineering expertise.
Competitors
Other products that read as similar to this one : 3238 launches clear the similarity bar, closest 8 shown.
Attention rank: #722 of 3239 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 376 days after the earliest competitor.
- Tessera · hn · 2026-07-07 · 5 upvotes · similarity 0.65
- GenDB-V · github · 2026-11-01 · 14 upvotes · similarity 0.64
- Rubric AI · yc · 2026-03-11 · 15 upvotes · similarity 0.64
- Sqlsure · hn · 2026-07-11 · 43 upvotes · similarity 0.64
- AxiomCode Graph, Reducing coding agent rework with formal methods · hn · 2026-10-14 · 10 upvotes · similarity 0.63
- ObsessionDB: a real-time data warehouse built for agents · yc · 2026-10-20 · 25 upvotes · similarity 0.62
- genpark-agent-hallucination-fact-verifier-skill · github · 2026-09-29 · 7 upvotes · similarity 0.60
- Flocker.md · hn · 2026-08-19 · 7 upvotes · similarity 0.60
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.