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Winners don't take all: Characterizing the competition for links on the web [David Pennock, Gary Flake, Steve Lawrence, Eric Glover, C. Lee Giles; NEC Research Institute]
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can actually read your site and cite it in answers. Two-thirds of websites are invisible to them. Winners don't take all: Characterizing the competition for links on the web [David Pennock, Gary Flake, Steve Lawrence, Eric Glover, C. Lee Giles; NEC Research Institute] just got measured.
3/10 means Winners don't take all: Characterizing the competition for links on the web [David Pennock, Gary Flake, Steve Lawrence, Eric Glover, C. Lee Giles; NEC Research Institute] is currently invisible to AI search. Most AI assistants will not cite your brand when asked about your category. Claiming and applying the fixes below is the fastest way to change that.
About Winners don't take all: Characterizing the competition for links on the web [David Pennock, Gary Flake, Steve Lawrence, Eric Glover, C. Lee Giles; NEC Research Institute]
Predicting competition and diversity on the web.
Details
Industry: Education
modelingtheweb.comAI Visibility Breakdown
1
Structured Data
3
Content Structure
6
Entity Clarity
2
E-E-A-T Signals
5
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on June 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modelingtheweb
Cite this score: Engagemii (2026). "AEO Score for Winners don't take all: Characterizing the competition for links on the web [David Pennock, Gary Flake, Steve Lawrence, Eric Glover, C. Lee Giles; NEC Research Institute]." Retrieved from https://engagemii.com/aeo/brands/modelingtheweb
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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