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MLM
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. MLM just got measured.
4/10 means MLM 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 MLM
Finetuned Multimodal Language Models Are High-Quality Image-Text Data Filters Weizhi Wang1, Khalil Mrini2, Linjie Yang2, Sateesh Kumar2, Yu Tian2, Xifeng Yan1, Heng Wang2 1 UCSB 2 Bytedance US arXiv Code Dataset Model Abstract We propose a novel framework for filtering image-text data by leveraging fine-tuned Multimodal Language Models (MLMs).
Details
Category: Technology
mlm-filter.github.ioAI Visibility Breakdown
1
Structured Data
4
Content Structure
5
Entity Clarity
4
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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Source & Attribution
Scored by Engagemii on May 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlm-filter-github-io
Cite this score: Engagemii (2026). "AEO Score for MLM." Retrieved from https://engagemii.com/aeo/brands/mlm-filter-github-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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