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Vincony
Feature

AI that checks its own work.

AI models hallucinate. The Hallucination Detector automatically scans every output, flags unreliable claims with confidence scores, and delivers a corrected version — before you use it.

Factual accuracy at every step of your AI workflow

Claim-level verification powered by multi-model cross-checking.

Automatic Verification

Every piece of generated content is automatically scanned for factual claims. The detector cross-references claims against multiple models without any manual effort on your part.

Claim-Level Analysis

The detector breaks content down into individual claims and verifies each one independently. You see exactly which sentences are reliable and which are flagged — not just a blanket pass or fail.

Confidence Scoring

Each claim receives a confidence score from 0–100. Green means high confidence across models; amber means uncertain; red means at least one model contradicts the claim.

Corrected Output

For flagged claims, the detector generates a corrected version where possible. You get the original output with inline annotations plus a clean corrected version ready to use.

How it works

1

Generate content

Use any model to generate text — an article, summary, research note, or answer. The hallucination detector works on any AI-generated content.

2

Hallucination scan

The content is parsed into individual claims and each claim is cross-verified against multiple AI models. The scan identifies factual inconsistencies, unverifiable statements, and contradictions.

3

Get corrected output with flagged claims

You receive the original content with colour-coded claim annotations, a confidence score per claim, and a corrected output with problematic claims rewritten or removed.

Who relies on Hallucination Detection

Journalism and editorial fact-checking before publishing AI-assisted articles
Academic research where citations and factual claims must be independently verifiable
Legal documents where a single hallucinated statute or precedent could have serious consequences
Customer-facing content where brand credibility depends on factual accuracy at scale

Available on Pro and above

Hallucination Detection is available on Pro ($24.99/mo) and above. Each scan costs 3 credits. Auto-scan on all outputs is available on Power ($49.99/mo) and above.

Frequently asked questions

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