Measurement & Trust
How to Track Visitors From ChatGPT in Google Analytics
Use ChatGPT's referral source in Google Analytics to inspect sessions, engagement, and conversions without confusing traffic with citations or recommendations.
Read articlePractical notes on AI search visibility
Learn how to inspect buyer prompts and cited sources, prepare approval-led website improvements, and measure what changed without pretending AI results are deterministic.
Measurement & Trust
Why AI Search Prompts Need Business Context
A useful AI search audit tests questions that real buyers could ask and interprets them using the business's offer, audience, location, and limitations.
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Measurement & Trust
Why AI Search Website Changes Need Human Approval
Website fixes can affect public promises, positioning, prices, and regulated claims. Human approval keeps the business owner responsible for what goes live.
Read articleMeasurement & Trust
Why an AI Visibility Score Is Not Enough
A score can summarize observations, but founders need the prompts, engines, competitors, cited sources, skipped work, and coverage limitations behind it.
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Measurement & Trust
Why Roidio Never Changes Your Website Without Approval
AI search fixes can change public claims and positioning. Roidio shows the exact revision, flags sensitive claims, and publishes only after the owner approves.
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