AI Search Share of Voice: The Math That Actually Holds Up
Share of voice in AI search means citation events won divided by total evaluations across a documented prompt panel — tracked per engine, never blended into one score.
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Stories tagged Ai visibility
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A Practical Framework for Optimizing Content for Google AI Mode
How AI Mode's query fan-out changes content strategy — research, evidence-block structure, technical accessibility, and what Search Console can (and can't) measure.
Standing Up an AI Visibility Measurement Program That Lasts
A program-design playbook for AI-visibility measurement: choosing engines, governing prompt sets, setting honest baselines, cadence, and ownership.
What Belongs in a GEO Audit Deliverable: A Framework for Agencies Selling AI-Search-Visibility Work
Agencies are pricing "AI search audits" without agreeing on what one contains. Here's a defensible structure — what to measure, how to present it, and what the research does and doesn't support.
