Wiki · citable explainer

AI Visibility Report: Small Business 2026

Framing the structural disadvantage SMEs face when answer engines rely on sparse structured evidence — and the practical remediation stack.

Structural problem

SMEs rarely have Wikipedia notability or dense citation graphs. Without structured identity packaging, systems under-resolve them relative to large brands.

AI Visibility for Small Businesses · Friction Index

Are the gap figures exact measurements?
Treat industry-wide percentages as directional framing unless tied to a specific published study method. Focus on the structural cause: sparse structured identity evidence.

What is the practical fix?
Canonical NAP, Organisation schema, selective public identity where eligible, and monitoring.

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