AI Visibility
measured18/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals32/100
Weak fundamentals
Avg Prompt Score
6
across 317 prompts
AI Share of Voice
5%
across 309 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Developer Tools
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.
AnswerHub is a B2B Q&A/knowledge management platform with a meaningful G2 presence (19 reviews, 4.3★), but AI citation readiness is constrained by weak first-party evaluation surfaces on answerhub.com (no crawlable pricing/comparison evidence found) and likely limited structured-data/SSR support for AI crawlers. The single highest-ROI fix is to publish/restore crawlable, first-party evaluation content on answerhub.com for the evaluation query patterns (especially "How does AnswerHub compare to Stack Overflow Internal?" and "How does AnswerHub compare to Bloomfire?"), including pricing and comparison pages that AI engines can extract.
Based on audit of answerhub.com · Aug 29, 2026