AI Visibility
measured18/100
Emerging · in AI Agent Builders
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals52/100
Some gaps
Avg Prompt Score
5
across 106 prompts
AI Share of Voice
5%
across 106 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in AI Agent Builders
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 Haystack is visible in
3Executive summary
deepset.ai is a B2B AI orchestration platform with some strong third-party citation anchors (G2 has 11 reviews at 4.4/5 for Haystack by deepset). The biggest AI-citation risk is evaluation-stage comparison coverage: the domain does not clearly surface first-party “[deepset] vs [competitor]” pages, so AI engines likely rely on third-party alternatives lists instead of citing deepset directly for “vs/alternatives” queries.
Based on audit of deepset.ai · Oct 6, 2026