geo5 min read
Entity Disambiguation for AI Visibility
When models confuse your product with a homonym, mentions disappear or attach to the wrong entity. Disambiguation is foundational GEO hygiene.
By Aditya KumarRead blog ↗
Tag
geo
Evidence-led resources connected to geo 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 ↗
local seo4 min read
Local AI Visibility Basics for Service Businesses
Local AI visibility adds geography, inventory, and reputation context. Sample carefully and avoid treating one city prompt as market truth.
By Aditya KumarRead blog ↗
chatgpt4 min read
ChatGPT SEO: Visibility Mechanics Without Ranking Myths
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.
By Aditya KumarRead guide ↗
geo5 min read
SEO vs GEO: What Changes and What Stays
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.
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 ↗