AI Visibility
measured49/100
Frequently Cited · in API Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals53/100
Some gaps
Avg Prompt Score
100
across 162 prompts
AI Share of Voice
100%
across 162 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in API Management
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 Stoplight is visible in
1Executive summary
Stoplight is a B2B API design/documentation SaaS with strong AI-citation inputs from G2 (343 reviews, 4.4/5) and multiple first-party case studies with measurable outcomes (e.g., wefox: 60% faster). The biggest AI citation risk is evaluation-stage “brand vs competitor” and “pricing” queries where first-party comparison/structured evaluation content is thin or not clearly discoverable, forcing AI to rely on third-party review sites instead of citing stoplight.io directly.
Based on audit of stoplight.io · Sep 29, 2026