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.

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A program-design playbook for AI-visibility measurement: choosing engines, governing prompt sets, setting honest baselines, cadence, and ownership.

AI citation counts don't prove revenue impact. Here's a three-layer reporting model that connects mention tracking to brand search, demo attribution, and sales-reported pipeline.
