HR AI Index
Index › Learning and development › Learning management syst › Enterprise › September 2026 Edition

Learning management systems for enterprise buyers

Asked as “LMS for employee training”, and as “learning management system”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Docebo
Clear leader
44% of first choices, clear leader.
ShowinginAll 50 categories →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessTalentLMS74%Clear leaderStanding →Mid-marketTalentLMS48%Clear leaderStanding →EnterpriseDocebo44%Clear leaderThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Docebo44%8%59endorsed leader
02Absorb LMS11%2%48accepted challenger
03SAP SuccessFactors Learning4%18%28accepted challenger
04Cornerstone OnDemand2%15%47accepted challenger
05SAP Litmos2%10%21accepted challenger
Show the six products at 0%, ordered by negative rate
11TalentLMS0%43%14criticized challenger
10Moodle0%33%24criticized challenger
09Workday Learning0%22%23accepted challenger
06360Learning0%9%23accepted challenger
07LearnUpon0%0%14accepted challenger
08Intellum0%0%12accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
TalentLMS vs LearnUponTalentLMS vs Absorb LMSLearnUpon vs Absorb LMS

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Docebo44%
02Absorb LMS11%
03SAP SuccessFactors Learning4%
04Cornerstone OnDemand2%
05SAP Litmos2%
06360Learning0%
07LearnUpon0%
08Intellum0%
09Workday Learning0%
10Moodle0%
11TalentLMS0%

02What they warned about

Five of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Moodle
33%
8 of 24 labels negative · 8 of 12 models · 5 hard negative
“some Moodle setups)**: These platforms often start as cost-effective solutions for small teams but fail to scale with large enterprises” Mistral Small, negative prompt
TalentLMS
43%
6 of 14 labels negative · 6 of 12 models · 1 hard negative
“Avoid these pricing models... **Pay-per-active-user** (e.g., TalentLMS Enterprise)” DeepSeek V4 Flash, budget prompt
Blackboard Learn
71%
5 of 7 labels negative · 5 of 12 models · 4 hard negative
“**Education-first LMSs** such as **Canvas** and **Blackboard**, which are described as being mainly aimed at higher education” Perplexity Sonar, negative prompt
Cornerstone OnDemand
15%
7 of 47 labels negative · 5 of 12 models · 3 hard negative
“Here's a breakdown of ones to avoid or scrutinize heavily... Examples: Cornerstone OnDemand (now Cornerstone Learning, often criticized as "Cumbersome OnDemand"” Grok 4.1 Fast, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

68 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 937 links across 232 sites, every framing counted. Ranked by the number of answers carrying the site or page.

docebo.com
vendor site · Docebo35 answers · 59 citations · 11 models
d2l.com
vendor site · D2L28 answers · 37 citations · 9 models
talentlms.com
vendor site · TalentLMS23 answers · 34 citations · 10 models
intellum.com
vendor site · Intellum23 answers · 23 citations · 11 models
360learning.com
vendor site · 360Learning19 answers · 27 citations · 8 models
peoplemanagingpeople.com
vendor site · People Managing People19 answers · 22 citations · 10 models
lifterlms.com
vendor site · LifterLMS16 answers · 22 citations · 10 models
lmspedia.org
16 answers · 18 citations · 8 models
continu.com
vendor site · Continu16 answers · 17 citations · 9 models
educate-me.co
15 answers · 17 citations · 8 models
intervue.io
vendor site · Intervue15 answers · 15 citations · 9 models
elearningindustry.com
14 answers · 17 citations · 6 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

intellum.com/resources/blog/best-enterprise-lms-platforms
23 answers · 11 models
continu.com/software/best-learning-management-system
16 answers · 9 models
docebo.com/learning-network/blog/corporate-learning-management-systems
16 answers · 9 models
lifterlms.com/blog/best-corporate-lms
16 answers · 10 models
intervue.io/blog/best-enterprise-lms-software
15 answers · 9 models
peoplemanagingpeople.com/tools/best-enterprise-learning-management-system
15 answers · 10 models
docebo.com/learning-network/blog/best-learning-management-system
14 answers · 7 models
learn.g2.com/best-corporate-lms-software
13 answers · 10 models
talentlms.com/blog/best-enterprise-lms
13 answers · 7 models
d2l.com/blog/enterprise-learning-management-system
11 answers · 6 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best LMS for employee training for an enterprise B2B company?”Paraphrase“Which learning management system would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade learning management systems and how do they differ?”Budget-constrained“What is the best LMS for employee training for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an LMS for employee training. What should we look at?”Negative“Which learning management systems should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choice
Five alternativesAbsorb LMS, Cornerstone OnDemand, D2L Brightspace, Docebo, Totara Learn
no first choiceHeldno first choice
Six alternativesAbsorb LMS, Cornerstone OnDemand, SAP Litmos, SAP SuccessFactors Learning, SumTotal, Workday Learning
Docebo
Two alternativesAbsorb LMS, LearnUpon
no first choicenothing named
GPT-5.4 miniAbsorb LMS, Docebo
Two alternativesCornerstone OnDemand, Rippling
against: TalentLMSSAP SuccessFactors LearningChanged
Three alternativesAbsorb LMS, Cornerstone OnDemand, Docebo
no first choiceDocebono first choiceagainst: Moodle, Tutor LMS
Gemini 3.5 FlashDocebo
Four alternativesAbsorb LMS, Cornerstone OnDemand, LearnUpon, SAP Litmos
DoceboHeld
Three alternativesAbsorb LMS, Adobe Learning Manager, Cornerstone OnDemand
Absorb LMS, Docebo
Five alternatives360Learning, Cornerstone OnDemand, Intellum, Moodle, Skilljar
Totara Learn
Four alternativesAbsorb LMS, LearnUpon, SAP SuccessFactors Learning, Workday Learning
Docebo
Four alternativesAbsorb LMS, Cornerstone OnDemand, LearnUpon, Workday Learning
against: Blackboard Learn, Canvas LMS, Kajabi, Moodle, Podia, Teachable, Thinkific, Totara Learn, Trainual
Perplexity SonarDocebo
Three alternativesAbsorb LMS, Continu, Intellum
DoceboHeld
Three alternativesAbsorb LMS, Cornerstone OnDemand, SAP SuccessFactors Learning
Docebo
Nine alternatives360Learning, Absorb LMS, Cornerstone OnDemand, Intellum, LearnUpon, Moodle, SAP Litmos, Skilljar, Thought Industries
LifterLMS
Two alternativesAbsorb LMS, Docebo
no first choiceagainst: Blackboard Learn, Canvas LMS, Moodle, TalentLMS
Grok 4.1 FastAbsorb LMS
Four alternatives360Learning, Cornerstone OnDemand, Docebo, SAP Litmos
against: ContinuDoceboChanged
Four alternatives360Learning, Absorb LMS, Cornerstone OnDemand, SAP Litmos
Docebo
Four alternativesAbsorb LMS, CYPHER Learning, Cornerstone OnDemand, SAP SuccessFactors Learning
LifterLMS
Two alternativesMoodle, iSpring Learn
against: 360Learning, Cornerstone OnDemand, Docebo, SAP SuccessFactors Learning, TalentLMSno first choiceagainst: Blackboard Learn, Canvas LMS, Cornerstone OnDemand, Docebo, Moodle, Oracle Learning, SAP Litmos, Workday Learning
Mistral SmallContinu
Four alternativesAbsorb LMS, Docebo, Intellum, TalentLMS
Docebo, SAP SuccessFactors LearningChanged
Two alternativesAbsorb LMS, Cornerstone OnDemand
CYPHER Learning
Nine alternatives360Learning, Absorb LMS, Cornerstone OnDemand, Docebo, Intellum, Moodle, SAP Litmos, SAP SuccessFactors Learning, TalentLMS
LifterLMS, TechClass
One alternativeAbsorb LMS
against: Cornerstone OnDemand, Docebo, Valamisno first choiceagainst: LearnWorlds, Moodle, Thinkific
DeepSeek V4 FlashDocebo
Three alternatives360Learning, Absorb LMS, Cornerstone OnDemand
DoceboHeld
Four alternativesAbsorb LMS, Cornerstone OnDemand, SAP Litmos, UKG Pro
Docebo
Seven alternativesAdobe Learning Manager, Cornerstone OnDemand, Moodle, SAP SuccessFactors Learning, Saba, Skilljar, Workday Learning
LifterLMS
One alternativeWorkademy
against: Cornerstone OnDemand, Docebo, SAP SuccessFactors Learning, TalentLMSno first choiceagainst: Blackboard Learn, Cornerstone OnDemand, Moodle, Oracle Taleo, SAP Litmos, SAP SuccessFactors Learning, Saba, SumTotal
Llama 4 MaverickContinu
Four alternativesD2L Brightspace, Docebo, LearnWorlds, Thinkific
Absorb LMS, Docebo, ProProfs Training Maker, SAP Litmos, UKG ProChangedno first choiceLifterLMS
Three alternativesDocebo, Konstantly, Valamis
no first choiceagainst: SAP SuccessFactors Learning
Qwen 3.7 FlashDocebo
Three alternativesAbsorb LMS, Cornerstone OnDemand, SAP Litmos
against: Workday LearningAbsorb LMS, DoceboChanged
One alternativeCornerstone OnDemand
no first choiceLifterLMSagainst: Absorb LMS, Cornerstone OnDemand, Docebono first choiceagainst: Blackboard Learn, GetCourse, Kajabi, Moodle, Oracle, SAP, SumTotal, Teachable, Thinkific, Workday Learning
Kimi K2Docebo
Five alternativesContinu, Cornerstone OnDemand, SAP Litmos, SAP SuccessFactors Learning, Workday Learning
DoceboHeld
Two alternativesCornerstone OnDemand, SAP SuccessFactors Learning
Cornerstone OnDemand, SAP SuccessFactors Learning
Seven alternatives360Learning, Absorb LMS, Docebo, Intellum, Moodle, SAP Litmos, Workday Learning
LifterLMS
Four alternativesCYPHER Learning, Docebo, Moodle, TOPYX
no first choice
Two alternativesSAP SuccessFactors Learning, Workday Learning
against: 360Learning, Moodle, SAP SuccessFactors Learning, TalentLMS, Workday Learning
GLM 4.7 FlashXDocebo
Four alternatives360Learning, Absorb LMS, TalentLMS, Workademy
Cornerstone OnDemand, DoceboChanged
Three alternatives360Learning, Absorb LMS, LearnUpon
no first choiceagainst: TalentLMSLifterLMS
Two alternativesDocebo, TalentLMS
against: Cornerstone OnDemand, Workday Learningno first choiceagainst: KnowledgeDeliver
MiniMax M2.5Continu
Two alternativesDocebo, TalentLMS
Absorb LMS, DoceboChanged
Three alternativesAxonify, SAP Litmos, UKG Pro
Docebo
Six alternativesAbsorb LMS, Cornerstone OnDemand, LearnUpon, Moodle, SAP SuccessFactors Learning, Workday Learning
Workademy
Five alternativesBlackboard Learn, Cornerstone OnDemand, Docebo, SAP SuccessFactors Learning, TalentLMS
against: LearnWorlds, LifterLMSno first choice
Five alternativesAbsorb LMS, Cornerstone OnDemand, Docebo, LearnUpon, SAP SuccessFactors Learning
nothing named
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:09yes99 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:11yes67 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:02yes1627 s
Direct recommendationPerplexity Sonarsonar2026-09-17 17:10yes207 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:21yes4017 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 17:17yes89 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:16yes1314 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:13yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:04no032 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:12yes950 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:07yes2963 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:03yes513 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:12no05 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:12yes26 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:21yes1022 s
ParaphrasePerplexity Sonarsonar2026-09-17 17:19yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:20yes3416 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 17:07yes56 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:20yes1616 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:01yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:16yes944 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:11yes1535 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:03yes1735 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:08yes531 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:15yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:22yes210 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:22yes1022 s
ComparativePerplexity Sonarsonar2026-09-17 17:07yes2010 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:21yes2617 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 17:10yes98 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 17:10yes2665 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:13yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:05yes2066 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:18yes1253 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:02yes1745 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:10yes1031 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:07yes1811 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 16:57yes25 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:18yes2328 s
Budget constrainedPerplexity Sonarsonar2026-09-17 17:01yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:02yes4123 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:03yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 17:13yes2350 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:02yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:21yes1358 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 16:59yes1440 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:21yes2444 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:22yes21100 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 16:59yes1816 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:20no010 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:06yes923 s
Scale constrainedPerplexity Sonarsonar2026-09-17 17:22yes2011 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:06yes1715 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:14no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 17:19yes23112 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:19yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 16:57yes527 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:03yes1546 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 16:59yes13154 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:04yes525 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:11yes2814 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 16:57yes47 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:15yes929 s
Negative framingPerplexity Sonarsonar2026-09-17 17:22yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:05yes2417 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 17:11yes1410 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:16yes3353 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 16:57yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:04yes2053 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:15yes3050 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 16:59yes1578 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:21yes963 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Absorb read as Absorb LMS
Blackboard read as Blackboard Learn
Canvas read as Canvas LMS
Canvas (Instructure) read as Canvas LMS
Cornerstone read as Cornerstone OnDemand
Cornerstone Galaxy read as Cornerstone OnDemand
D2L read as D2L Brightspace
Litmos read as SAP Litmos
Litmos (SAP Litmos) read as SAP Litmos
Moodle Workplace read as Moodle
Oracle Taleo Learn read as Oracle Taleo
SAP SuccessFactors read as SAP SuccessFactors Learning
Totara read as Totara Learn
Workday read as Workday Learning
Unresolved, counted raw
Academy LMS
Darwinbox / IBM Kenexa / Other Suite LMS
Frappe Learning
GetCourse
KnowledgeDeliver
SAP Learning Solution
SAP SuccessFactors/Workday-style suite offerings
TOPYX
Tutor LMS
Discontinued, still offered
No shut-down product was recommended here.

Also in learning and development

The other categories of this function, with the leader in each.
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