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

1

Limited Presence

Avg Prompt Score

5

across 288 prompts

AI Share of Voice

5%

across 288 prompts

Critical Issues

6

critical + high

Per-stage performance

🔍Discovery
160 brand-level
Cited3%4/160
Share of voice1%avg
Engine consensus42%of engines
Competitors27.3avg/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 TopClass is visible in

2
  • Education & LMSnot yet measured→
  • Learning Managementnot yet measured→

Executive summary

TopClass is a B2B association LMS with meaningful AI-citation potential via G2 (14 reviews, 4.1/5) and strong first-party FAQ-style content on category pages. The biggest risk to being cited in evaluation/conversion queries is missing/uncrawlable pricing and lack of first-party comparison pages (no evidence found), which prevents AI engines from confidently recommending it in “alternatives” and “pricing” patterns.

Based on audit of topclasslms.com · Jun 6, 2026

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