LIA Engine
Verify and certify the answers of the AI you already use
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Read the full description
Your AI answers. LIA Engine checks the answer against your data and the rules of the request, fixes what can be computed and returns a signed certificate anyone can verify. What can't be verified is flagged, never certified. OpenAI-compatible API: change one URL. 50 free verifications.
Visit website ↗ Source listing ↗
More like this: all 88 launches in identity and formal verification software →
PH · launched Oct 31, 2026 · 2 upvotes (top 22%)
- Horizontal
- Observability & eval
- B2B
- AI-native
- Commercial product
- SaaS
- Developer Tools
- Artificial Intelligence
Similar launches
See all 241 similar launches →Could you build this?
Partial An OpenAI-compatible proxy, signing, and certificate issuance are vibe-codeable, but meaningfully verifying AI answers against user data and rules is a hard, domain-specific problem.
What it would actually take: Build a proxy that forwards requests to LLMs, extracts claims, checks them against connected data sources and rule engines, recomputes what is computable, and issues signed certificates (e.g., Ed25519 over a canonical hash). The hard part is claim extraction and verification logic that is correct across domains, which requires formal methods, domain rule modeling, and careful evaluation.
Competitors
Other products that read as similar to this one : 241 launches clear the similarity bar, closest 8 shown.
Attention rank: #46 of 242 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 292 days after the earliest competitor.
- VOM · ph · 2026-09-15 · 1 upvotes · similarity 0.50
- Proofly · ph · 2026-09-07 · 1 upvotes · similarity 0.46
- OQP · hn · 2026-04-13 · 8 upvotes · similarity 0.46
- OpenHarnX · ph · 2026-10-08 · 2 upvotes · similarity 0.43
- AI Checker by Signum.AI · ph · 2026-10-16 · 8 upvotes · similarity 0.43
- Shufti AI · ph · 2026-09-22 · 1 upvotes · similarity 0.42
- Truebe · ph · 2026-09-22 · 2 upvotes · similarity 0.42
- Don't ask if devs cheat with AI, test if they're good with it · hn · 2026-06-30 · 5 upvotes · similarity 0.42
Other launches for this product
- No other launches for this product.