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 ↗
MentionPop intelligence library
AI visibility, explained with evidence.
Practical GEO, AEO, AI citation, and answer-surface methods for teams that need repeatable observations—not invented rankings.
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research5 min read
AI Output Variability and Why Sampling Beats Spot Checks
One ChatGPT answer is a data point, not a KPI. Variability is structural—your measurement design should account for it.
By Aditya KumarRead blog ↗
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 ↗
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 ↗
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 ↗
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 ↗
geo4 min read
Technical Crawler Access for GEO
Generative systems cannot cite what they cannot fetch. Crawler access is table stakes—but allowing a bot is not the same as earning mentions.
By Aditya KumarRead blog ↗
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7 resources
GEO
Generative engine visibility, prompt measurement, competitors, and source evidence.
2 resourcesAEO
Answer engine optimization for machine-readable, extractable, evidence-backed content.
1 resourceGoogle AI Overview
Google answer-surface measurement, cited sources, snippets, and People Also Ask.
1 resourceChatGPT
Brand mention tracking, buyer-intent prompts, recommendations, and citations.
1 resourceLocal AI Search
City-level AI recommendations, local sources, entities, reviews, and service pages.
3 resourcesResearch
Original methods, technical experiments, datasets, and AI search observations.
1 resourceCase studies
Transparent implementation stories with measured evidence and no invented outcomes.