AI Visibility
measured37/100
Emerging · in API Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
28
across 121 prompts
AI Share of Voice
22%
across 105 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 ReadyAPI is visible in
2Executive summary
SmartBear is a strong B2B citation candidate because it has substantial G2 presence (e.g., SmartBear seller page exists) and publicly crawlable pricing for at least some products (e.g., TestComplete pricing shows a free trial). The biggest AI-citation risk is evaluation-stage “SmartBear vs competitor” and “SmartBear pricing” queries: SmartBear has first-party comparison content in blog form (e.g., BrowserStack vs TestComplete) but there’s no clear evidence of broad, product-level structured comparison pages and SoftwareApplication/FAQPage schema coverage from crawlable pages.
Based on audit of smartbear.com · Oct 9, 2026