Our Methodology
Last updated June 2026
This page is maintained by ChatVerify to explain exactly how our verification works — what we do, what we don't do, and where human judgment is still required. ChatVerify is an independent informational tool and is not affiliated with any AI provider.
Key takeaways
- We compare how multiple leading AI systems respond to the same question.
- We synthesize a consensus, highlight disagreements, and flag what still needs verifying.
- We are not a certification, and a high consensus score is never a guarantee of correctness.
What ChatVerify does
When you submit a question or paste an AI answer, ChatVerify compares how multiple leading AI systems — including ChatGPT, Claude, Gemini, Grok, Perplexity and Copilot — would respond, then synthesizes a calibrated consensus assessment.
Rather than giving you one answer, we show where the models agree, where they diverge, and what evidence is missing — so you can make an informed decision rather than trusting a single response.
Don't just trust — verify
Run your question through ChatVerify and compare answers across leading AI systems.
How we synthesize consensus
We assess agreement across multiple dimensions: the core conclusion, the supporting reasoning, the recommended actions, and the risks and caveats. Real consensus requires alignment on all of these, not just a similar-sounding conclusion.
We deliberately calibrate toward caution. Most real-world questions land in 'partial agreement', and we reserve 'strong agreement' for genuinely settled, uncontested matters. See How Scores Work for the full scale.
How we surface verification gaps
Every verification includes the specific things that still warrant independent confirmation — unresolved questions, edge cases, recent changes, conflicting interpretations, or claims that need a primary source.
For high-stakes topics (medical, legal, tax, investing, insurance), we always recommend independent verification, even when consensus and confidence are high.
What ChatVerify is not
ChatVerify is not a certification, an accreditation, or a guarantee of accuracy. It is not professional medical, legal, or financial advice. It does not replace primary sources or qualified professionals.
Our outputs are AI-generated synthesis and can themselves be incomplete or wrong. We encourage you to treat every result as a starting point for verification, not a final answer.
Frequently asked questions
Does ChatVerify access live AI models in real time?
ChatVerify synthesizes how leading AI systems and authoritative sources would respond. Always confirm time-sensitive facts against a live primary source.
Is a high consensus score a guarantee?
No. Consensus is a signal of how settled a claim appears, not proof. High agreement can still be wrong if models share the same blind spot.