AI Visibility
measured47/100
Frequently Cited · in Contract Lifecycle Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals20/100
Weak fundamentals
Avg Prompt Score
32
across 262 prompts
AI Share of Voice
32%
across 262 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Contract Lifecycle 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.
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.
Luminance is a B2B legal AI/contract intelligence SaaS with meaningful third-party authority (Gartner Peer Insights shows 4.7/5 from 26 ratings) but weak G2 depth (only 5 G2 reviews on the main seller profile). The highest-risk AI citation gap is evaluation-stage “alternatives / best [category]” and “pricing” queries where LLMs prefer crawlable first-party comparison and pricing pages—Luminance appears to require demo/quote rather than publishing pricing tiers.
Based on audit of luminance.com · May 31, 2026