AI Visibility
measured18/100
Emerging · in Agent Frameworks
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals53/100
Some gaps
Avg Prompt Score
10
across 166 prompts
AI Share of Voice
10%
across 166 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Agent Frameworks
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.
Gitter is likely to be cited by AI engines for evaluation-stage queries because it has a G2 profile with 49 reviews and a 4.0/5 rating. The single highest-ROI fix is to add first-party, brand-led evaluation content (especially structured “[Gitter] vs [Slack/Mattermost/etc.]” pages and SoftwareApplication/FAQPage schema) so AI can cite gitter.im directly for comparison and pricing-intent prompts.
Based on audit of gitter.im · Sep 1, 2026