Measurement + monitoring
Share of AI Voice, citation tracking, hallucination audits — what to measure when Google Analytics stops making sense.
- of AI Voice
- Share
- citation deltas
- Daily
- monitor
- Hallu-Guard
Inside this pillar
6 guides in Measurement + monitoring
Every playbook below is the same process we run on production Shopify stores — tested across ChatGPT, Perplexity, Gemini, Claude, Copilot, and Google AI Overviews.
- 9 min read
How to check if your Shopify store is in ChatGPT
The 15-minute prompt panel that tells you whether ChatGPT can see your store, whether it recommends you, and whether you are losing ground week over week.
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- 10 min read
How to monitor brand mentions across AI engines
Share of AI Voice is measurable — but only with a consistent weekly panel, a fresh session per engine, and a measurement discipline that does not confuse anecdote with data.
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- 10 min read
Analyzing GPTBot, ClaudeBot, PerplexityBot hits
AI crawler traffic is quietly the most useful measurement surface in GEO — it tells you which pages retrievers actually visit, how often, and what they might be extracting. The catch is that most Shopify stores have never pulled a log file, and the ones that have look at the wrong thing.
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- 9 min read
AI visibility metrics: what to measure in 2026
AI visibility tooling has exploded. Dashboards show citation counts, share of voice, sentiment trends, brand lift estimates, and dozens of derivative metrics. Most of them are noise. The five metrics below are the ones that actually predict AI-driven revenue on a Shopify store — and the ones we recommend brands measure consistently.
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- 9 min read
Tracking AI referral traffic in GA4 and more
AI assistants send traffic that default analytics configurations dump into 'Direct' or mislabel as 'Referral'. Setting up correct attribution is a 30-minute project that lets you actually see which engines are driving revenue — and which are still worth zero.
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- 10 min read
How to run a competitor gap audit for AI search
A competitor gap audit tells you exactly which prompts your rivals are winning, which they are losing, and which structural signals separate their AI-cited pages from yours. Two afternoons of work, and the result is a prioritised roadmap rather than a guess.
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Pair with another pillar
3Each pillar stands alone, but reading two adjacent pillars back-to-back is how most merchants actually ship GEO coverage end-to-end.
Engine-specific playbooks
How ChatGPT Shopping, Perplexity, Gemini, Claude, Copilot, and Google AI Overviews each source, rank, and cite Shopify stores.
12 guides inside
Content + answer design
Answer-first structure, entity clarity, FAQPage density, and the editorial patterns retrievers quote verbatim.
9 guides inside
Commercial + tool comparisons
Apps, pricing, buyer decisions. Honest comparisons against every GEO tool in the Shopify ecosystem.
5 guides inside
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