How AI search sees Hugging Face
Independent measurement of Hugging Face's visibility across ChatGPT, Claude, Gemini, Perplexity, Grok, and DeepSeek. Updated May 17, 2026.
AI Presence
Mean per-engine brand mention rate
% of prompts where any engine mentioned the brand
Brand mention share vs competitors
Which AI engines recognise Hugging Face
Each engine's mention rate across the 5 industry-specific prompts we ran.
- OpenAI ChatGPT80
- Anthropic Claude60
- Google Gemini0
Industry prompts tested
We asked each AI engine these questions and measured whether Hugging Face came up.
- 1
What are the best tools for building and deploying transformer models in AI?
100% mentioned Hugging Face - 2
Can you recommend some quality datasets for natural language processing tasks?
50% mentioned Hugging Face - 3
How do different model hubs compare for fine-tuning AI models?
100% mentioned Hugging Face - 4
Are there any user-friendly platforms for hosting AI applications and sharing demos?
100% mentioned Hugging Face - 5
Which tokenizer options provide the best performance for multilingual text processing?
0% mentioned Hugging Face
Competitor landscape
Companies AI engines mention alongside Hugging Face when asked industry-relevant queries.
Web presence for Hugging Face
External footprint signals that AI engines tend to pull citations from. Average: 38/100.
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This is an independent AEO analysis by FixAEO. Hugging Face is not affiliated with, endorsed by, or has reviewed this report. Scores reflect our automated measurements on May 17, 2026. Methodology details: /methodology/.
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