AI Visibility
measured18/100
Emerging · in Video Generation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals59/100
Some gaps
Avg Prompt Score
8
across 168 prompts
AI Share of Voice
2%
across 152 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Video Generation
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
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 Higgsfield is visible in
2Executive summary
Higgsfield is likely to be cited by AI engines for evaluation-stage queries because it has a meaningful G2 presence (82 reviews) and strong third-party social proof (LinkedIn + active Reddit + YouTube). The biggest citation risk is conversion-stage evaluation queries that require crawlable first-party pricing/comparison content—your homepage is crawlable, but the /pricing page content was not visible in the crawl while pricing is referenced as being on /pricing and plan prices appear in help-center/blog pages.
Based on audit of higgsfield.ai · Aug 30, 2026