AI Visibility
measured43/100
Frequently Cited · in SaaS Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
16
across 320 prompts
AI Share of Voice
16%
across 320 prompts
Critical Issues
7
critical + high
Shortlist Position
1/80
Not Visible · Identity Access Management Discovery
How AI Visibility breaks down
in SaaS Management
Composite = 60% coverage + 40% engine breadth, 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 Lumos is visible in
2Your visibility gap
Lumos surfaces in 1/80 Identity Access Management discovery prompts. Claim this profile to see which 79 prompts you're missing and how to win them.
Executive summary
Lumos has strong B2B citation signals for evaluation-style queries (e.g., it is cited by Claude for “how to manage user permissions effectively” and it has G2 + Gartner Peer Insights presence). The biggest AI-visibility risk is that Lumos is missing from high-intent shortlist queries like “best identity and access management software for small businesses” and “top identity and access management solutions for healthcare providers,” which are discovery-to-evaluation bridges where AI needs category-specific, crawlable pages to recommend it.
Based on audit of lumos.com · Jun 3, 2026