The Consilium Protocol introduces a novel approach to multi-model AI deliberation, treating disagreements as valuable insights rather than errors, and demonstrating that cognitive personas significantly influence analytical outcomes. This protocol, which shows no inherent bias and achieves high reproducibility, could enhance AI decision-making processes across various domains while being cost-effective.