[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Hugging Face
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

60

Growing Presence

Avg Prompt Score

81

across 659 prompts

AI Share of Voice

82%

across 643 prompts

Category Visibility

#1

in LLM Hosting · of 49

Critical Issues

4

critical + high

Per-stage performance

🔍Discovery
478 category
Cited86%412/478
Share of voice75%avg
Engine consensus55%of engines
Competitors8.7avg/cited
Sentiment—no data
⚖️Evaluation
7 brand-level
Cited86%6/7
Share of voice86%avg
Engine consensus100%of engines
Competitors2.2avg/cited
Sentiment—no data
🛡️Trust
5 brand-level
Cited100%5/5
Share of voice100%avg
Engine consensus100%of engines
Competitors2.0avg/cited
Sentiment—no data
💰Conversion
5 brand-level
Cited100%5/5
Share of voice100%avg
Engine consensus100%of engines
Competitors1.0avg/cited
Sentiment—no data

Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.

Categories Hugging Face is visible in

2
  • LLM Hosting1 of 49→
  • Managed AI Inference1 of 47→

Executive summary

Hugging Face is likely to be cited by AI engines for evaluation and pricing queries because it has a publicly accessible pricing page with explicit tiers (e.g., PRO $9/mo, Team $20/user/mo, Enterprise starting at $50/user/mo). The biggest AI-citation risk is evaluation-stage comparison coverage: there’s no clear evidence (from live search) of first-party “[Hugging Face] vs [Competitor]” pages that AI can reliably cite for shortlist-building.

Based on audit of huggingface.co · May 10, 2026

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