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MLMAC
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. MLMAC just got measured.
4/10 means MLMAC is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About MLMAC
Welcome to the Machine Learning Model Attribution Challenge, a technical competition designed to spur creative approaches to identifying the true origin of fine-tuned large language models.
Details
Category: Technology
mlmac.ioAI Visibility Breakdown
1
Structured Data
5
Content Structure
6
Entity Clarity
3
E-E-A-T Signals
6
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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Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on May 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlmac-io
Cite this score: Engagemii (2026). "AEO Score for MLMAC." Retrieved from https://engagemii.com/aeo/brands/mlmac-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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