AI Visibility
measured25/100
Emerging · in Serverless & Edge
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
10
across 167 prompts
AI Share of Voice
10%
across 167 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Serverless & Edge
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.
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.
Couchbase is strongly positioned for AI citation in evaluation-stage queries because it has a sizable G2 presence (150 reviews, 4.3/5) and meaningful secondary review/analyst signals (TrustRadius 204 reviews; Gartner Peer Insights 267 reviews at 4.5). The single highest-ROI fix is to add/expand first-party, brand-led evaluation pages for high-intent comparison queries (e.g., Couchbase vs Redis/MongoDB) in a way that is crawlable and structured for AI extraction.
Based on audit of couchbase.com · Oct 3, 2026