[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Llama
ProductCitation IndexAI InfluenceBlogBook
Claim profile →

AEO Score

60

Growing Presence

Avg Prompt Score

98

across 349 prompts

AI Share of Voice

100%

across 333 prompts

Critical Issues

4

critical + high

Per-stage performance

🔍Discovery
191 category
Cited100%191/191
Share of voice100%avg
Engine consensus—
Competitors0.0avg/cited
Sentiment—no data
⚖️Evaluation
5 brand-level
Cited80%4/5
Share of voice80%avg
Engine consensus—
Competitors0.8avg/cited
Sentiment—no data
🛡️Trust
3 brand-level
Cited100%3/3
Share of voice100%avg
Engine consensus—
Competitors0.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus—
Competitors0.0avg/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.

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

Built for The Citation Economy