HR AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Learning and development › Learning management syst › Small business › September 2026 Edition

Learning management systems for small business buyers

Asked as “LMS for employee training”, and as “learning management system”, on behalf of a small B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
TalentLMS
Clear leader
74% of first choices, clear leader.
ShowinginAll 50 categories in the September 2026 Edition →

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 leaderThis pageMid-marketTalentLMS48%Clear leaderStanding →EnterpriseDocebo44%Clear leaderStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01TalentLMS74%0%61endorsed leader
02GoSkills9%0%24accepted challenger
03iSpring Learn4%3%33accepted challenger
04Connecteam4%0%29accepted challenger
05Zoho Learn2%0%20accepted challenger
06Trainual2%0%13accepted challenger
07Absorb LMS2%60%15criticized challenger
Show the seven products at 0%, ordered by negative rate
14Cornerstone OnDemand0%90%10criticized challenger
13Docebo0%69%16criticized challenger
12Moodle0%59%27criticized challenger
10LearnUpon0%12%16accepted challenger
08360Learning0%5%21accepted challenger
09LearnWorlds0%0%13accepted challenger
11Coassemble0%0%10accepted 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

One product takes 74% of first choices here, so the chart would put thirteen markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category. Jump to the standing

02What they warned about

Seven of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Kimi K2, 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
59%
16 of 27 labels negative · 9 of 12 models · 5 hard negative
“Open-source systems like **Moodle** are technically free, but they require server hosting, complex installations, and ongoing IT maintenance” Gemini 3.5 Flash, budget prompt
Cornerstone OnDemand
90%
9 of 10 labels negative · 7 of 12 models · 7 hard negative
“Platforms Typically Unsuitable for Small Businesses ... Cornerstone OnDemand - Primary Issue: Built for enterprises with 1,000+ employees” MiniMax M2.5, negative prompt
Docebo
69%
11 of 16 labels negative · 7 of 12 models · 7 hard negative
“Platforms to **avoid or scrutinize closely** include: - **Docebo** — described as an enterprise option with a median contract around **$32k+**” Perplexity Sonar, negative prompt
Absorb LMS
60%
9 of 15 labels negative · 6 of 12 models · 4 hard negative
“specifically described as better for mid-market to large organizations, not small businesses” Perplexity Sonar, 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

62 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. 814 links across 190 sites, every framing counted. Ranked by the number of answers carrying the site or page.

goskills.com
vendor site · GoSkills42 answers · 76 citations · 10 models
peoplemanagingpeople.com
vendor site · People Managing People39 answers · 43 citations · 11 models
capterra.com
35 answers · 50 citations · 11 models
forbes.com
31 answers · 31 citations · 10 models
talentlms.com
vendor site · TalentLMS21 answers · 36 citations · 8 models
hrkonnect.com
21 answers · 21 citations · 8 models
elearningindustry.com
18 answers · 30 citations · 8 models
ispring.com
18 answers · 23 citations · 9 models
theworkademy.com
17 answers · 22 citations · 9 models
proprofstraining.com
vendor site · ProProfs Training16 answers · 19 citations · 9 models
group.app
15 answers · 15 citations · 7 models
digitalhill.com
13 answers · 13 citations · 10 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.

peoplemanagingpeople.com/tools/best-lms-for-small-business
37 answers · 10 models
capterra.com/resources/best-lms-for-small-business
33 answers · 10 models
goskills.com/resources/best-lms-small-business
32 answers · 10 models
forbes.com/advisor/business/the-best-learning-management-systems
30 answers · 10 models
hrkonnect.com/feeds/blog/small-business-learning-management-system
20 answers · 8 models
ispring.com/knowledge-hub/best-lmss-for-small-business
17 answers · 9 models
goskills.com/resources/affordable-lms
14 answers · 9 models
group.app/blog/lms-for-small-business
14 answers · 7 models
digitalhill.com/blog/best-affordable-lms-small-business-2026
13 answers · 10 models
theworkademy.com/best-lms-small-business
13 answers · 8 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 a small B2B company?”Paraphrase“Which learning management system would you recommend to a small business that sells to other businesses?”Comparative“What are the top learning management systems for a small team and how do they differ?”Budget-constrained“What is the best LMS for employee training for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an LMS for employee training. What should we look at?”Negative“Which learning management systems should a small business avoid or be cautious about?”
Claude Haiku 4.5TalentLMS
Three alternativesKnowledge Anywhere, Trainual, iSpring Learn
Absorb LMS, TalentLMSChanged
One alternativeTeachable
TalentLMS
Five alternatives360Learning, Connecteam, ProProfs Training Maker, SkyPrep, Workleap LMS
TalentLMS
Two alternativesGoSkills, Thinkific
no first choicenothing named
GPT-5.4 miniTalentLMS, Trainual
Two alternativesRippling, Zoho Learn
against: Absorb LMSTalentLMSChanged
Four alternativesAbsorb LMS, Docebo, LearnWorlds, Thinkific
against: MoodleTrainual
Five alternativesConnecteam, LearnUpon, LearnWorlds, Zoho Learn, iSpring Learn
against: Forma LMSTalentLMS
Two alternativesMoodle, Trainual
against: Absorb LMS, Google Classroom / Notion + simple training workflowno first choicenothing named
Gemini 3.5 FlashTalentLMS
Three alternatives360Learning, Trainual, WorkRamp
TalentLMSHeld
Three alternativesAcademy of Mine, LearnUpon, LearnWorlds
TalentLMS
Three alternatives360Learning, SC Training, iSpring Learn
against: Absorb LMS, DoceboTalentLMS
Four alternativesGoSkills, Groundwork1, LearnDash, SC Training
against: MoodleTalentLMS
Five alternatives360Learning, BambooHR, Rippling, Trainual, iSpring Learn
against: Absorb LMS, Cornerstone OnDemand, Docebo, Moodleagainst: Blackboard Learn, Canvas LMS, Cornerstone OnDemand, D2L Brightspace, Docebo, Moodle, Oracle HCM Cloud, SAP Litmos, SAP SuccessFactors Learning, Totara Learn, Workday Learning
Perplexity SonarTalentLMS
Four alternativesGoSkills, LearnWorlds, ProProfs Training Maker, Trainual
TalentLMSHeld
Three alternativesAbsorb LMS, BrainCert, LearnWorlds
TalentLMS
Four alternatives360Learning, GoSkills, LearnUpon, iSpring Learn
TalentLMS
Three alternativesConnecteam, Moodle, Zoho Learn
TalentLMS
One alternativeTrainual
against: Absorb LMS, Cornerstone OnDemand, Docebo, LearnUpon, Moodle, Workday Learning
Grok 4.1 FastTalentLMS
Three alternativesConnecteam, ProProfs Training Maker, Trainual
against: 360Learning, iSpring LearnTalentLMSHeld
Two alternativesGoSkills, ProProfs Training Maker
against: MoodleTalentLMS
Four alternatives360Learning, Connecteam, GoSkills, iSpring Learn
against: MoodleConnecteam, TalentLMS
One alternativeZoho Learn
against: Absorb LMS, MoodleConnecteam, TalentLMS
Three alternativesGoSkills, LearnWorlds, iSpring Learn
against: Absorb LMS, Blackboard Learn, Canvas LMS, Cornerstone OnDemand, Docebo, Moodle, SAP Litmos
Mistral SmallTalentLMS
Four alternativesLearnUpon, Rippling, Trainual, Zoho Learn
TalentLMSHeld
Seven alternatives360Learning, Absorb LMS, Docebo, LearnDash, LearnUpon, Thinkific, Tovuti LMS
TalentLMS
Four alternatives360Learning, Coassemble, GoSkills, iSpring Learn
TalentLMS, Zoho Learn
One alternativeConnecteam
no first choiceagainst: Moodle
DeepSeek V4 FlashTalentLMS
Four alternatives360Learning, GoSkills, LearnUpon, iSpring Learn
TalentLMSHeld
Four alternatives360Learning, LearnUpon, LifterLMS, Skilljar
against: Docebo, Mindtickle, SalesHoodTalentLMS
Seven alternatives360Learning, Connecteam, GoSkills, LearnUpon, LearnWorlds, Zoho Learn, iSpring Learn
against: Cornerstone OnDemand, SAP LitmosGoSkills, TalentLMS
One alternativeZoho Learn
no first choiceagainst: Absorb LMS, Blackboard Learn, Canvas LMS, Cornerstone OnDemand, Docebo, Moodle, SAP SuccessFactors Learning, Saba, SumTotal
Llama 4 Maverickno first choiceno first choiceHeldno first choiceTalentLMSno first choicenothing named
Qwen 3.7 FlashTalentLMS
Two alternativesLearnUpon, iSpring Learn
TalentLMSHeld
Three alternativesLearnWorlds, Teachable, Thinkific
TalentLMS
Six alternatives360Learning, Connecteam, GoSkills, Trainual, Zoho Learn, iSpring Learn
GoSkills, TalentLMS
Two alternativesConnecteam, Moodle
against: Google Classroomno first choiceagainst: Absorb LMS, Moodleagainst: Cornerstone OnDemand, Degreed, Docebo, Moodle, SAP SuccessFactors Learning
Kimi K2GoSkills, TalentLMS
Three alternatives360Learning, Connecteam, iSpring Learn
ThinkificChanged
Three alternativesNorthpass, Skilljar, TalentLMS
against: Docebo, TeachableGoSkills
Four alternatives360Learning, Connecteam, TalentLMS, iSpring Learn
TalentLMS
Three alternativesConnecteam, Zoho Learn, iSpring Learn
against: Moodleno first choiceagainst: Cornerstone OnDemand, Moodle, SAP SuccessFactors Learning, Workday Learning
GLM 4.7 FlashXTalentLMS, iSpring Learn
Five alternatives360Learning, Connecteam, LearnUpon, Moodle, Whale
iSpring LearnChanged
One alternativeTalentLMS
against: LearnUponTalentLMS
Seven alternatives360Learning, Connecteam, LearnWorlds, TalentCards, Whale, Zoho Learn, iSpring Learn
against: DoceboTalentLMS
Three alternativesConnecteam, Moodle, Zoho Learn
no first choiceagainst: Blackboard Learn, Canvas LMS, Docebo, Moodle
MiniMax M2.5TalentLMS
Two alternativesAbsorb LMS, SAP Litmos
GoSkillsChanged
Two alternativesMoodle, iSpring Suite
TalentLMS
Six alternativesCoassemble, Connecteam, GoSkills, LearnWorlds, Whale, iSpring Learn
TalentLMS
Two alternativesGoSkills, Moodle
TalentLMS
Three alternativesConnecteam, GoSkills, iSpring Learn
against: Blackbaud Learning Management System, Cornerstone OnDemand, Oracle Taleo, SAP SuccessFactors Learning, Workday Learning
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 17:10yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 16:58yes36 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:08yes1726 s
Direct recommendationPerplexity Sonarsonar2026-09-17 17:16yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:02yes3919 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 17:08yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 17:21yes1448 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 17:17yes1030 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:01yes718 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 16:57yes1227 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:05no014 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:17no04 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:03no03 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:17yes1925 s
ParaphrasePerplexity Sonarsonar2026-09-17 17:16yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:09yes158 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 17:11no05 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 16:59yes2536 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:17yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:22no034 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:13yes1538 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:07yes2395 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:19yes722 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:09yes1011 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:19yes29 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:00yes1425 s
ComparativePerplexity Sonarsonar2026-09-17 17:10yes2010 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:11yes2314 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 17:09yes58 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:14yes2735 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:20yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:21yes518 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:17yes829 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:22yes834 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:15yes822 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:22yes179 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 16:58no04 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:05yes1725 s
Budget constrainedPerplexity Sonarsonar2026-09-17 17:02yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:06yes3215 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 16:59yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 17:03yes2638 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:04yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:18yes1053 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:20yes1020 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:11yes2485 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:14yes513 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:08no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 16:57no05 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:20yes1321 s
Scale constrainedPerplexity Sonarsonar2026-09-17 17:20yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:12yes1412 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:02no05 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:19yes917 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:20yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 16:58no026 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:10yes1326 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:14yes1535 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:00yes513 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:02yes1711 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:09yes57 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:04yes2023 s
Negative framingPerplexity Sonarsonar2026-09-17 17:04yes209 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:07yes4319 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 17:02yes1310 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:14yes2932 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:12yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:03yes930 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:16yes3043 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:19yes2829 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 16:59yes2538 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 (Enterprise Versions) read as Canvas LMS
Canvas by Instructure read as Canvas LMS
Cornerstone read as Cornerstone OnDemand
EdApp read as SC Training
Litmos read as SAP Litmos
Moodle Workplace read as Moodle
ProProfs read as ProProfs Training Maker
SAP SuccessFactors read as SAP SuccessFactors Learning
Tovuti read as Tovuti LMS
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Blackbaud Learning Management System
Google Classroom / Notion + simple training workflow
Google Forms + Drive
Groundwork1
Group
Knowledge Anywhere
Northpass
SweetProcess
TalentCards
Workleap 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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