Evidence-led resources connected to geo across GEO, AEO, and AI search measurement.
9 published resources
AEO/GEO trackers all promise to show whether AI recommends you. Here is an honest breakdown of the real tools, what they cost, which engines they cover, and who each one actually fits — including where MentionPop is not the answer.
Original data: AI answer engines have near-fixed 'default' picks per category, but a volatile middle — and household names like Salesforce and LastPass show up far less than you'd expect.
Local AI visibility adds geography, inventory, and reputation context. Sample carefully and avoid treating one city prompt as market truth.
This research note defines the observation pipeline, parsing rules, and limitations behind MentionPop weekly GEO and Studio reporting.
When models confuse your product with a homonym, mentions disappear or attach to the wrong entity. Disambiguation is foundational GEO hygiene.
ChatGPT SEO is not traditional rank tracking. It is the combination of entity clarity, citable pages, crawler access, and evidence from provider-sampled assistant runs.
SEO and GEO share crawl and entity foundations, but they optimize for different surfaces and require different proof. Here is a practical side-by-side for 2026 teams.
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.
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.
MentionPop field notes
New research, implementation notes, and practical GEO/AEO methods. Unsubscribe whenever you want.