[unCited]
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[unCited]/Higher Logic Vanilla
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

62

Growing Presence

Avg Prompt Score

21

across 452 prompts

AI Share of Voice

20%

across 436 prompts

Category Visibility

#3

in Community Management · of 94

Critical Issues

5

critical + high

Per-stage performance

🔍Discovery
410 category
Cited20%83/410
Share of voice15%avg
Engine consensus42%of engines
Competitors13.4avg/cited
Sentiment—no data
⚖️Evaluation
6 brand-level
Cited100%6/6
Share of voice100%avg
Engine consensus100%of engines
Competitors1.8avg/cited
Sentiment—no data
🛡️Trust
5 brand-level
Cited100%5/5
Share of voice100%avg
Engine consensus100%of engines
Competitors1.0avg/cited
Sentiment—no data
💰Conversion
6 brand-level
Cited100%6/6
Share of voice100%avg
Engine consensus100%of engines
Competitors1.7avg/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 Higher Logic Vanilla is visible in

3
  • Community Management3 of 94→
  • Customer Success57 of 82→
  • Customer Experience94 of 192→

Executive summary

Higher Logic is likely to be cited by AI engines for evaluation-stage queries because it has a strong G2 presence (528 reviews) and a TrustRadius product profile (37 reviews for Higher Logic Thrive). The single highest-ROI fix is to strengthen first-party evaluation content for comparison/pricing queries (ensure crawlable, SSR-first comparison + pricing pages and add SoftwareApplication/FAQPage schema coverage), because AI engines heavily prefer brand-owned sources for “vs” and “pricing” prompts.

Based on audit of higherlogic.com · May 7, 2026

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