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Ideal Customer Declaration Audit

AI agents select products by matching declared audience signals. Broad positioning ("for businesses") loses to specific ("CRM for automotive dealerships with 10-50 seats"). This tool audits your ICP declaration.

Context and background

Read the story behind this tool: Why I built this — the agentic-web selection problem.

Related: Agentic Commerce Readiness / Cross-Domain Entity Consistency / GEO Extractability Scorer