03 · Retrieval, Evidence & Consensus

Model Consensus

Different AI systems agreeing on what a brand is and is known for.

Aingworth Concept

Full explanation

Model consensus is the degree to which different AI systems, such as ChatGPT, Claude, Gemini, and Perplexity, arrive at similar understandings of a brand, its expertise, and its relevance.

Why this matters

Agreement across independent models is a stronger signal than performance in any one of them, and it is far less vulnerable to a single platform changing how it works.

Where this sits

Model Consensus belongs to Retrieval, Evidence & Consensus, one of the seven layers of the Aingworth Glossary. Information exists, then it is retrieved, then sources are selected, then they corroborate one another, then consensus emerges. This is where Aingworth's Consensus Over Rankings thesis lives.

Related terms

Consensus Independent sources and systems arriving at the same understanding. Signal Consistency Whether the evidence around a brand tells the same story everywhere. AI Visibility Measurement Tracking how, where, and how often a brand appears in AI answers.
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