AI Visibility
measured25/100
Emerging · in AI Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals38/100
Weak fundamentals
Avg Prompt Score
60
across 30 prompts
AI Share of Voice
60%
across 30 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in AI Infrastructure
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 F5 is visible in
1Executive summary
CalypsoAI (F5) is a B2B AI guardrails/security platform with some third-party authority (G2 and Gartner Peer Insights pages exist), but it is unlikely to be cited for evaluation/conversion queries because first-party crawlable comparison and pricing content is missing or quote-only. The single highest-ROI fix is to publish/restore crawlable, SSR first-party pages for pricing and for evaluation comparisons that explicitly position F5 against Lakera, NVIDIA NeMo Guardrails, AWS Bedrock Guardrails, Azure AI Content Safety, and Guardrails AI.
Based on audit of calypsoai.com · Sep 20, 2026