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How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction
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. How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction just got measured.
4/10 means How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction 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 How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction
VIBE is a systematic benchmark for evaluating visual instruction-driven image editing models. It encompasses a diverse set of editing tasks and provides comprehensive evaluation metrics to assess model performance.
Key Topics
Details
Category: Technology
vibe-benchmark.github.ioAI Visibility Breakdown
1
Structured Data
8
Content Structure
5
Entity Clarity
4
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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Source & Attribution
Scored by Engagemii on May 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vibe-benchmark-github-io
Cite this score: Engagemii (2026). "AEO Score for How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction." Retrieved from https://engagemii.com/aeo/brands/vibe-benchmark-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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