AI Visibility
measured25/100
Emerging · in Observability & APM
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
7
across 303 prompts
AI Share of Voice
7%
across 303 prompts
Critical Issues
6
critical + high
Shortlist Position
1/80
Not Visible · Error Tracking Discovery
How AI Visibility breaks down
in Observability & APM
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 Middleware is visible in
2Your visibility gap
Middleware surfaces in 1/80 Error Tracking discovery prompts. Claim this profile to see which 79 prompts you're missing and how to win them.
Executive summary
middleware.io is a B2B observability/error-tracking platform that already appears in some AI answers (e.g., “how to implement error tracking in applications”). The biggest citation risk is evaluation-stage coverage for error-tracking-specific buyer queries (mobile/web/SaaS/enterprise/solo/dev teams), which likely prevents consistent shortlist inclusion.
Based on audit of middleware.io · Jun 9, 2026