Foundations
Mentions vs citations in AI search
Two key signals in AI visibility reporting, why they're related but not the same, and what to look for when reviewing your data.
Practical guides on AEO, AI visibility measurement, citations and prompts — structured so you can review, compare and act on what AI systems surface about your market.
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Foundations
Two key signals in AI visibility reporting, why they're related but not the same, and what to look for when reviewing your data.
Measurement
What tracked prompts are, why one prompt is never enough, and how prompt groups and buyer intent connect in AI visibility measurement.
Strategy
Fair comparison across brands, shared prompt sets, mentions vs citations in competitive reporting, and how benchmarks turn into AEO priorities.
Measurement
Dashboards vs monthly reports, what to include—from prompts and citations to competitors and cited pages—and how to spot thin or noisy reporting.