Subcategory · AI Citation Index
Education & LMS
The education LMS category shows mature buyer behavior with 83 consensus brands indicating widespread familiarity, yet only 12 evaluation brands reveal most solutions fail to advance past initial consideration. Moodle's 50% shortlist rate and Google Classroom's 42% lead a tightly clustered field where top contenders differ by just 12 percentage points, reflecting feature parity across open-source, enterprise, and freemium models. Universal model_diversity=4 across all leaders confirms buyers compare across distinct deployment types—cloud vs. self-hosted, K-12 vs. higher-ed focused, all-in-one vs. specialized—before selecting.
156 discovery queries · 299 head-to-heads · refreshed Jul 13, 2026
Discovery stage
The shortlist
Across 156 buyer-style "Education & LMS" queries
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Signal by intent
By topic
Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 5/100
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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.
Brands to know
In this category
Moodle
Open-source leader captures half of shortlists through customization flexibility and zero licensing costs appealing to budget-conscious institutions.
Read brand profile →Google Classroom
Achieves 42% shortlist rate via seamless Google Workspace integration and zero-barrier adoption for schools already using Gmail and Drive.
Read brand profile →Blackboard
Maintains 38% shortlist rate despite newer competitors through entrenched higher-ed relationships and comprehensive feature breadth.
Read brand profile →Citation sources
Where AI pulls citations from
670 citations captured across Education & LMS prompt runs.
Vendor pages
188Product, help, and marketing pages from tracked vendors
Independent sources
162Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Education & LMS 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- ClassDuo - Simplify Your Class Registrationclassduo.com
- Groov Software | Designed Exclusively for Music Schoolsgroovconnect.com
- StudioKit — More Teaching. Less Admin.studiokit.io
Evaluation
Buyers comparing optionsWant to know if AI cites your brand for Education & LMS?
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