What metrics exist: Observable measurements for AI search visibility
What metrics are inferred: Measurements that require interpretation or estimation
What metrics are fiction: Claims that cannot be verified or measured
What executives should expect: Realistic expectations for AI search measurement

This is where agencies send clients when they need to explain AI search performance.

Related Systems

AI Search Diagnostics — Troubleshooting visibility issues
AI Search Tools Reality — Limitations of measurement tools
Generative Engine Optimization — How retrieval works

Build citation retrieval infrastructure for your organization.

For teams that need AI systems to retrieve, cite, and represent the right information, NRLC provides entity architecture, structured data engineering, retrieval signal implementation, and source-of-truth systems for AI-mediated discovery.

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