Hallucination Detector by Komplex AI
- Catch LLM hallucinations before they ship
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This is 1 of 103 launches in computer vision and visual ai tools — see how it stacks up on momentum and crowding →
23 other launches read as similar to this one →
Details
- External ID
- 1263028
- Source
- PH
- Company
- —
- Product
- AI Slop Detector
- Website domain
- producthunt.com
- Launched
- Oct. 3, 2026
- Cohort
- —
- Upvotes
- 1
- Upvotes percentile
- 0.33
- Tags
- API, Developer Tools, Artificial Intelligence
Description
A hallucination detector for LLM output, from Komplex AI. Paste any AI response and get a calibrated probability that it's hallucinated, plus the type of error — fabricated facts, fake citations, misleading claims. Use it from a web app, a REST API, Python/JS SDKs, a LangChain integration, an n8n node, or an MCP server. Free tier, zero data retention. Probabilistic, and honest about its limits.
Enrichment
- Niche
- computer vision and visual ai tools
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- hallucination evaluation tool for llm applications
- Manually corrected
- False
Could you build this?
Partial Building an API wrapper is straightforward, but delivering a calibrated, reliable hallucination detector across factual claims requires proprietary reference datasets and fine-tuned evaluators.
What it would actually take: A robust hallucination detection engine requires an automated claim extraction and verification pipeline (e.g., using NLI models, fine-tuned cross-encoders, and search over high-trust knowledge bases). Accurately calibrating output probabilities across subtle fabrications requires specialized benchmarking on datasets like HaluEval or proprietary test suites, beyond a simple prompt chaining approach.
Competitors
Other products that read as similar to this one — 23 launches clear the similarity bar, closest 8 shown.
Attention rank: #12 of 24 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 292 days after the earliest competitor.
- ProofMy Ai · ph · 2026-10-01 · 1 upvotes · similarity 0.52
- Halgorithem · hn · 2026-05-14 · 5 upvotes · similarity 0.46
- I built an 11-LLM consensus engine to detect AI hallucination · hn · 2026-06-19 · 6 upvotes · similarity 0.44
- genpark-agentic-hallucination-grounding-checker-skill · github · 2026-09-15 · 7 upvotes · similarity 0.43
- genpark-agentic-hallucination-grounding-checker-skill · github · 2026-09-15 · 7 upvotes · similarity 0.43
- Hallucinopedia · hn · 2026-05-06 · 317 upvotes · similarity 0.43
- OpenJuris · hn · 2026-02-01 · 18 upvotes · similarity 0.40
- AI-powered Lie Detector · ph · 2026-09-22 · 1 upvotes · similarity 0.39