What is the difference between the Council Method and just asking multiple AIs?
Asking multiple AIs collects opinions. The Council Method adds the three controls that turn opinions into evidence: independence, so no model anchors the others; provenance, so every claim must name its source before it counts; and a signed verdict, so a human decides on the record instead of averaging. Without those controls, three agreeing chatbots feel like verification but prove nothing, because models trained on similar data can be wrong together.
The failure mode of "just ask a few"
Most people who ask several AIs do it sequentially: get one answer, paste it into the next model, ask "is this right?" That is not a second opinion. The second model has been anchored by the first, and models are agreeable by design. You have built an echo, not a check.
The Council Method's first rule exists for exactly this reason: independence first, conversation second. Every model answers blind. Divergence between the blind answers is not noise to smooth over. It is the map of where the real question lives.
Agreement is not verification
The second difference is what counts as evidence. In a casual multi-AI check, agreement feels like truth. In a Council run, agreement is worth nothing by itself:
"Consensus is cheap. Four models agreeing costs you nothing and proves you nothing."
Claims earn their place by naming a source that can be opened and checked, and by surviving an attempt to kill them. A claim that cannot do either gets labeled and demoted, no matter how many models repeated it.
The verdict is a decision, not an average
The casual approach ends with a vibe: "they mostly agreed, so I'll go with it." A Council run ends with a verdict a human signs, with unresolved disagreement carried forward on the record instead of quietly dropped.
The full definition is here: the Council Method, also called the Council Methodology, created by Jason Santiago. The complete run protocol is a free tool, and the reasoning behind each control fills the middle third of the book.
Go deeper: this site's hub page on the Council Method is the full definition. Related questions: What is the Council Method?, Do I need to know how to code to use the Council Method?, What is the best book on multi-model AI workflows?.