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How to fact-check Claude — without slowing down your workflow

Verol adds independent verification to Claude responses in real time — automatically, as the response appears.

Manual verification

Manual Claude fact-checking involves copying claims, running them through search, checking the original sources, and repeating for each response. Claude's longer, more detailed responses make this especially time-intensive.

Verol

Verol runs in your browser alongside Claude. It identifies factual claims — statistics, citations, named facts — and independently checks each one against primary sources as Claude generates its response.

Claude is designed to express calibrated uncertainty, which helps. But uncertainty expression is a learned behavior, not a ground-truth signal. Independent external verification is the only reliable check.

Feature comparison

FeatureManualVerol
Independent from the AI modelNo — you're still using Claude to double-check ClaudeYes — entirely separate verification pipeline
Handles long Claude responsesTime cost scales with response lengthYes — processes full response automatically
Verifies citation existenceOnly with manual database lookupYes — automatically
No context windowManual has no limitYes — no limit
Works on all AI tools, not just ClaudeManual works on everythingYes — all major AI tools supported

Common questions

Is Claude more accurate than ChatGPT?

Published benchmarks show different accuracy profiles across different task types. Neither model has a zero error rate on practical tasks. Independent verification is appropriate for both.

Does Claude's 'I'm not sure' mean it's more reliable?

Claude's training to express uncertainty provides genuine value — it will hedge on more genuinely uncertain questions. But uncertainty calibration is a learned behavior; it doesn't guarantee that confident statements are correct.

Does Verol work on Claude.ai?

Yes. Verol supports Claude.ai and automatically verifies factual claims in Claude responses.

Add independent fact-checking to Claude

Verol independently verifies Claude responses in real time — without adding extra steps to your workflow.

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