AI Visibility
measured90/100
Frequently Cited · in Embedding Providers
measured from this brand's audit prompts
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
100
across 12 prompts
AI Share of Voice
100%
across 12 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Embedding Providers
Composite = 50% coverage + 30% engine breadth + 20% position, measured across this brand's own audit prompts (it isn't in a tracked category rollup yet). 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 Mixedbread AI is visible in
1Executive summary
Mixedbread is a B2B search/retrieval API (API-first pricing and developer docs are crawlable), so it has solid conversion-stage foundations. The biggest AI-citation risk is evaluation-stage “shortlist” queries that rely on third-party review/analyst surfaces (G2/TrustRadius/Capterra/Gartner) and first-party “[Brand] vs [Competitor]” pages—those signals were not found in live search, so AI engines likely can’t reliably cite Mixedbread for “best/alternatives” comparisons.
Based on audit of mixedbread.com · Aug 22, 2026