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
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.
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