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Subcategory · AI Citation Index

Learning Management

The Learning Management category exhibits unusually high shortlist rates (45-61% for top 7 vendors) paired with complete absence of prompt coverage, indicating buyers enter evaluations with pre-formed vendor preferences rather than defined criteria. Perfect model diversity (5/5) across all leading platforms suggests AI models treat these vendors as functionally interchangeable, while the 66 consensus brands versus only 12 evaluation brands reveals a market where most solutions achieve broad AI recognition but few face direct competitive scrutiny. This pattern points to a mature category where brand strength and market presence drive selection more than differentiated capabilities.

173 discovery queries · 207 head-to-heads · refreshed Oct 22, 2026

Discovery stage

The shortlist

Across 173 buyer-style "Learning Management" queries

23%34%44%55%66%Coverage — share of discovery prompts where the brand surfaces66%74%83%91%99%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Score shifts, new entrants, citation gaps — every Monday.

Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Docebo
6/6
2SAP
6/6
3360Learning
6/6
4TalentLMS
6/6
5Absorb LMS
6/6
1Docebo
5/5
2SAP
5/5
3Absorb LMS
5/5
4TalentLMS
5/5
5Moodle
5/5
1Docebo
5/5
2TalentLMS
5/5
3Moodle
5/5
4Absorb LMS
4/5
5Blackboard
4/5
1Moodle
4/5
2TalentLMS
4/5
3Breakout
3/5
4Blackboard
3/5
5Docebo
3/5
1360Learning
4/4
2Docebo
4/4
3Driven
4/4
4Moodle
4/4
5Absorb LMS
3/4
1Absorb LMS
4/4
2Cornerstone OnDemand
4/4
3Docebo
4/4
4SAP
4/4
5Workday Learning
4/4
1Instructure
4/4
2Blackboard
4/4
3Moodle
4/4
4D2L Brightspace
4/4
5Google Classroom
3/4
1Docebo
4/4
2TalentLMS
4/4
3Absorb LMS
4/4
4Moodle
4/4
5Cornerstone OnDemand
3/4
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · learning-management

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 4/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand06111722Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 4/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

Citation sources

Where AI pulls citations from

681 citations captured across Learning Management prompt runs.

Vendor pages

270

Product, help, and marketing pages from tracked vendors

Independent sources

206

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Learning Management questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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