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 ↗
Founder and solo maker, MentionPop
Aditya Kumar
Aditya builds MentionPop and documents evidence-first methods for measuring how brands appear in AI-generated recommendations and Google answer surfaces.
16 published resources
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 ↗
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 ↗
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 ↗
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 ↗
google ai overview5 min read
Google AI Overviews: A Practical Visibility Guide
AI Overviews synthesize answers above traditional results. This guide explains what you can observe, how citations appear, and how Studio sampling fits a broader GEO program.
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 ↗
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
AI Crawler Access Baseline — mentionpop.com (July 2026)
We tested n=4 AI crawlers against live robots.txt and public crawler-control files. All were allowed with HTTP 200—technical access only, not indexing or recommendation proof.
By Aditya KumarRead research ↗
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 ↗
case study4 min read
Case Study: MentionPop Cloudflare AI Crawler Access Rollout
A first-party infrastructure change that unlocked AI crawler fetch access on mentionpop.com—with honest limits on what that proves.
By Aditya KumarRead case study ↗