GEO, AEO & AIO

How to Track AI Visibility: The Metrics, Cadence and Reporting Stack

A practical measurement system for AI visibility — prompt-set design, citation share, share of voice, fact accuracy, sampling cadence, and how to report it to a board without overclaiming.

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In 30 seconds

The short version

  • Assistant answers are non-deterministic. A single query is an anecdote; a fixed prompt set run on a schedule…
  • Track four things: citation share, answer share of voice, fact accuracy and assisted pipeline.
  • Sample weekly, at a fixed time, from a clean session, with stored raw responses.

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GEO, AEO & AIO

4

Metrics. Anything beyond these four is diagnostics, not reporting.

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Checklist

Do these first

  • Same day and time each week, so freshness effects hit every run equally
  • Clean sessions with no memory, no personalization, no prior chat context
  • Same locale and language per segment; run key markets separately

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Key takeaway

Perplexity moves in weeks, AI Overviews in months. Sequence your expectations…

Perplexity moves in weeks, AI Overviews in months. Sequence your expectations accordingly or you will kill a working program too early.

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Trade-offs

What you gain, what you give up

  • Fixed prompt set — comparable week over week
  • Stored raw answers — auditable and re-scoreable
  • Single-run screenshots — unrepeatable and misleading

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Playbook

How to Track AI Visibility: The Metrics, Cadence and Reporting…

  • 1. Detect — Run a full crawl and let the agent flag every geo, aeo & aio issue on the site — canonicals…
  • 2. Explain — Each finding gets a plain-English explanation with the exact rule it violates and the URLs…
  • 3. Fix — The agent drafts the fix — meta rewrite, JSON-LD patch, internal link, redirect — as a diff you can…

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How to Track AI Visibility: The Metrics, Cadence and Reporting Stack

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