[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Luminance
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

20

Limited Presence

Avg Prompt Score

29

across 257 prompts

AI Share of Voice

29%

across 257 prompts

Category Visibility

#30

in Contract Lifecycle Management · of 91

Critical Issues

5

critical + high

Per-stage performance

🔍Discovery
122 category
Cited36%44/122
Share of voice26%avg
Engine consensus54%of engines
Competitors18.3avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data

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 Luminance is visible in

2
  • AI Legal Assistant6 of 46→
  • Contract Lifecycle Management30 of 91→

Executive summary

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

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