AI models are sometimes confidently wrong. Here is a practical way to check an AI answer before you rely on it: ask several models from different labs, make them cross-examine each other, and verify key facts.
Large language models predict likely text. They can produce a wrong number, an outdated rule or an invented source in the same confident voice as a correct answer. In our own October 2026 benchmark of 7 business questions with verified answers, run twice, single AI models from Anthropic, xAI, DeepSeek and Mistral gave a wrong number or conclusion in 7 of 46 answers, including a loan payment off by more than $300 a month and the wrong 2026 retirement limits.
Models trained by different companies on different data tend to make different mistakes. If Claude, GPT, Gemini, Grok and DeepSeek agree, that is stronger evidence than one model sounding sure. If they disagree, you have found exactly where to look.
Agreement alone is not enough: models can agree and still be wrong. Have each model review the others' answers for wrong numbers, wrong facts and gaps, and keep only what survives.
Rules, prices, limits and laws change. Check key claims against current official sources, and keep the source links.
For decisions that matter, keep what the AI said and when. A signed, timestamped record lets you show later exactly what you relied on.
Conclave does all four automatically. AI models from different labs answer independently, cross-examine each other, and Claude Opus presides and delivers one verdict: what you can rely on, every error found with the corrected figures, the consensus, any dissent, and a signed receipt anchored on public blockchains. Paste any AI answer at rilbot.ripitlabs.com/conclave; the free plan includes 5 calls a month.
Check an AI answer with Conclave →Yes. Every AI model is sometimes wrong while sounding confident, especially on calculations, recent changes to rules and specific facts like limits, prices and dates.
Compare answers from several AI models built by different labs, have them check each other's work, and verify the key facts against current official sources. Conclave automates this and records the result with a signed receipt.