Author: Chris Han

AI mention rate vs citation rate explained: definitions, formulas, denominators, a four-outcome model, worked example, and guidance for choosing the right KPI.

Calculate an auditable AI visibility score with a 0–100 formula, coding rules, a worked example, missing-data bounds, and confidence intervals.

Learn how to calculate weighted AI share of voice, assign defensible prompt weights, test sensitivity, and report the metric without introducing bias.

Learn how to calculate AI recommendation rate, classify AI endorsements, design a valid prompt sample, set benchmarks, and report results with confidence.

Learn brand entity optimization with an 8-step framework for canonical facts, Organization schema, corroboration, disambiguation, and AI search monitoring.

Learn how Organization schema helps AI search resolve brand identity, which properties to use, how to validate JSON-LD, and how to measure answer changes.

Learn entity home SEO: choose a canonical company page, reconcile names and relationships, add Organization schema, and test brand accuracy in AI search.

AI confuses my brand with another company? Use this evidence-led checklist to diagnose identity collisions, correct sources and schema, and verify the fix.

Preserve rebrand AI search visibility with a 90-day plan for redirects, schema, citations, prompt testing, and old-to-new entity continuity.

Build an AI visibility prompt library with a copyable 60-prompt template, seven quality gates, scoring formulas, version control, and governance rules.