aeo4 min read
Citations vs Mentions in AI Answers
A brand name in prose is not the same as your URL in the source list. Conflating the two distorts strategy—here is how to read both.
By Aditya KumarRead blog ↗
Tag
measurement
Evidence-led resources connected to measurement across GEO, AEO, and AI search measurement.
7 published resources
geo4 min read
Evidence-First GEO and AEO Measurement
The fastest way to waste a GEO budget is to optimize without a fixed observation method. Here is how to build measurement that leaders can trust.
By Aditya KumarRead blog ↗
geo5 min read
How to Read a Weekly GEO Report
Weekly GEO reports are decision support, not scoreboard vanity. Here is how to read each section and what to say to leadership.
By Aditya KumarRead blog ↗
aeo5 min read
What Is AEO (Answer Engine Optimization)?
AEO focuses on earning presence inside direct answers—featured snippets, AI Overviews, and assistant responses—using evidence you can audit rather than vanity visibility scores.
By Aditya KumarRead guide ↗
geo5 min read
What Is AI Visibility?
AI visibility is observed presence in generative answers: whether a brand is named, whether your URLs are cited, and how those signals change week over week under fixed sampling.
By Aditya KumarRead guide ↗
geo5 min read
What Is GEO (Generative Engine Optimization)?
GEO is the discipline of making your brand legible to generative answer systems and measuring whether sampled AI responses actually mention or cite you—not guessing from rankings alone.
By Aditya KumarRead guide ↗
research5 min read
Sampled Observation Methodology for AI Visibility
This research note defines the observation pipeline, parsing rules, and limitations behind MentionPop weekly GEO and Studio reporting.
By Aditya KumarRead research ↗