EXPLORE THE TOPIC
Measure visibility without losing sight of useful outcomes. These 10 guides cover different questions within the subject, with practical examples and connections to the wider library.
This guide is part of the King of AEO learning library.
Measurement & Research
Choose AEO KPIs that distinguish sampled visibility, accurate answers, referral visits and business outcomes, with clear definitions and useful denominators.
Read the guide · 6 minMeasurement & Research
Set up prompt tracking with stable questions, documented conditions, repeated observations and preserved answers so performance comparisons remain interpretable.
Read the guide · 6 minMeasurement & Research
Track answer citations with preserved outputs, careful URL normalisation and separate counts for citation instances, unique pages, domains and ownership.
Read the guide · 6 minMeasurement & Research
Calculate AI share of voice with explicit counting units, a defined competitor set and stable samples, then distinguish brand presence from competitive share.
Read the guide · 6 minMeasurement & Research
Measure AI referral traffic using verified source rules, suitable analytics dimensions and landing-page outcomes while preserving unknown traffic honestly.
Read the guide · 6 minMeasurement & Research
Connect AEO touchpoints to business outcomes with clear event definitions, stated attribution rules and separate treatment of observed and reported discovery.
Read the guide · 6 minMeasurement & Research
Design AEO experiments with a bounded hypothesis, suitable comparison, stable outcomes and a predefined evaluation window, then interpret mixed results fairly.
Read the guide · 6 minMeasurement & Research
Recognise sampling bias in AEO prompt panels, platform coverage and missing runs, then design better observations and describe what your evidence supports.
Read the guide · 6 minMeasurement & Research
Build an AEO report that separates delivery, visibility and business outcomes, exposes uncertainty, and turns reliable evidence into clear next actions.
Read the guide · 6 minMeasurement & Research
Understand citation volatility, compare stable test conditions, separate URL changes from source loss, and investigate sustained drops with useful evidence.
Read the guide · 6 min