03 · Retrieval, Evidence & Consensus

Signal Consistency

Whether the evidence around a brand tells the same story everywhere.

Aingworth Concept

Full explanation

Signal consistency is the degree to which the information and evidence around a brand describe the same identity, expertise, and positioning across different sources and platforms. It is what makes a Composite Picture coherent instead of contradictory.

Why this matters

Inconsistency does not average out. It gives a system permission to choose, and it will not always choose the version a brand would have picked.

Where this sits

Signal Consistency 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

Composite Picture The aggregate impression AI systems assemble from every signal across the web. Entity Consistency Being represented the same way as an entity across the ecosystem. Canonical Source The version of a fact a system treats as authoritative.
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