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September 2026 Edition, published · The permanent record of that edition, superseded since. The current standing is on the category page →
Index › GTM › Customer › Customer education › Small business · September 2026 Edition

Customer education and LMS for small business buyers

Asked as “customer education platform”, and as “customer training LMS”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
49%
TalentLMS
Clear leader
49TalentLMS35LearnWorlds06Thinkific10others

49% of first choices, clear leader.

ShowinginAll 112 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 businessTalentLMS49%Clear leaderThis pageMid-marketTalentLMS33%ContestedStanding →EnterpriseSkilljar33%ContestedStanding →

The 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
01TalentLMS49%6%52endorsed leader
02LearnWorlds35%2%49endorsed leader
03Thinkific6%4%28accepted challenger
04Teachfloor2%0%12accepted challenger
05Disco2%9%11accepted challenger
06LearnUpon2%50%20criticized challenger
Show the six products at 0%, ordered by negative rate
12Docebo0%89%35criticized challenger
10Thought Industries0%79%19criticized challenger
11Skilljar0%78%41criticized challenger
08Gainsight Customer Education0%75%12criticized challenger
09WorkRamp0%71%14criticized challenger
07Teachable0%8%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 product page.
Head to head
TalentLMS vs LearnUponTalentLMS vs SkilljarTalentLMS vs WorkRamp
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
TalentLMS vs Gainsight Customer EducationTalentLMS vs LearnWorldsTalentLMS vs Absorb LMSTalentLMS vs Thought IndustriesLearnUpon vs SkilljarLearnUpon vs WorkRampLearnUpon vs Gainsight Customer EducationLearnUpon vs LearnWorldsLearnUpon vs Absorb LMSLearnUpon vs Thought IndustriesSkilljar vs WorkRampSkilljar vs Gainsight Customer EducationSkilljar vs LearnWorldsSkilljar vs Absorb LMSSkilljar vs Thought IndustriesWorkRamp vs Gainsight Customer EducationWorkRamp vs LearnWorldsWorkRamp vs Absorb LMSWorkRamp vs Thought IndustriesGainsight Customer Education vs LearnWorldsGainsight Customer Education vs Absorb LMSGainsight Customer Education vs Thought IndustriesLearnWorlds vs Absorb LMSLearnWorlds vs Thought IndustriesAbsorb LMS vs Thought Industries

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
12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01TalentLMS49%
02LearnWorlds35%
03Thinkific6%
04Teachfloor2%
05Disco2%
06LearnUpon2%
07Teachable0%
08Gainsight Customer Education0%
09WorkRamp0%
10Thought Industries0%
11Skilljar0%
12Docebo0%

What they warned about

Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
Docebo
89%
31 of 35 labels negative · 11 of 12 models · 18 hard negative
“Unless you have 250+ learners, dedicated L&D staff, and a six-figure training budget, Docebo is overkill and will eat your budget alive.” DeepSeek V4 Flash, negative prompt
Skilljar
78%
32 of 41 labels negative · 11 of 12 models · 16 hard negative
“positioned as an enterprise customer education suite with custom sales pricing and deep CRM/integration needs, which can be more platform than a small business needs” Perplexity Sonar, negative prompt
Thought Industries
79%
15 of 19 labels negative · 10 of 12 models · 9 hard negative
“like Skilljar, Thought Industries, and others are quote-based... better avoided if you're working with a tight budget” Claude Haiku 4.5, budget prompt
WorkRamp
71%
10 of 14 labels negative · 7 of 12 models · 7 hard negative
“Thought Industries, WorkRamp, LearnUpon: Similar issues—quote-based... "prices out smaller teams"” Grok 4.20, negative prompt

What they cite

Four of the twelve models returned a source list in this edition: four return the pages they cited.

Sites the answers cite

21 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 267 links across 95 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.

minicoursegenerator.com
vendor site · Mini Course Generator9 answers · 11 citations · 3 models
learnworlds.com
vendor site · LearnWorlds8 answers · 13 citations · 4 models
teachable.com
vendor site · Teachable8 answers · 10 citations · 3 models
g2.com
8 answers · 9 citations · 3 models
meltingspot.io
vendor site · MeltingSpot8 answers · 9 citations · 3 models
easywebinar.com
vendor site · EasyWebinar7 answers · 7 citations · 2 models
guideflow.com
vendor site · Guideflow7 answers · 7 citations · 3 models
knowlify.com
7 answers · 7 citations · 2 models
proprofstraining.com
7 answers · 7 citations · 2 models
teachfloor.com
vendor site · Teachfloor7 answers · 7 citations · 3 models
youtube.com
vendor site · YouTube5 answers · 9 citations · 1 model
disco.co
vendor site · Disco5 answers · 7 citations · 2 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.

minicoursegenerator.com/blog/best-customer-education-platforms
9 answers · 3 models
easywebinar.com/blog/customer-education-platform
7 answers · 2 models
guideflow.com/blog/customer-training-software
7 answers · 3 models
teachable.com/blog/best-customer-training-lms-customer-education-platform
7 answers · 2 models
teachfloor.com/blog/best-customer-education-platforms
7 answers · 3 models
knowlify.com/articles/best-customer-training-software
6 answers · 2 models
meltingspot.io/en/blog/top-customer-education-platforms
6 answers · 3 models
dupple.com/learn/best-customer-education-platforms
5 answers · 2 models
g2.com/categories/customer-education/small-business
5 answers · 2 models
learnworlds.com/blog/customer-education/customer-education-platforms
5 answers · 3 models

Search against answers

Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best customer education platform”, “customer education platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
TalentLMS talentlms.com49%1288,10010382,431$1,179119
LearnWorlds learnworlds.com35%875,4006727,442$51694
Thinkific thinkific.com6%6622,200301262,04139
Teachfloor teachfloor.com2%302600141,9493
Disco disco.co2%191,220,00046,09020,797
Guideflow guideflow.com2%78480137,574
Trainn trainn.co2%1372006,3743
LearnUpon learnupon.com2%925,4005581,52340
Teachable teachable.com0%2922,200873666,649$529428
Mini Course Generator minicoursegenerator.com0%8

Google's top ten for the two searches hold 13 sites; 4 of them are among the sites the models cited here (g2.com, learnworlds.com, meltingspot.io, teachable.com). The first result for “best customer education platform” is intellum.com.

How 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.
ShowHide
ModelDirect“What is the best customer education platform for a small B2B company?”Paraphrase“Which customer training LMS would you recommend to a small business that sells to other businesses?”Comparative“What are the top customer education platforms for a small team and how do they differ?”Budget-constrained“What is the best customer education platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a customer education platform. What should we look at?”Negative“Which customer education platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Disco
Four alternativesKajabi, Mini Course Generator, Teachable, Thought Industries
TalentLMSChanged
Three alternativesFreshLearn, LearnUpon, Skilljar
TalentLMS
Two alternativesLearnUpon, Teachfloor
TalentLMS
One alternativeLearnWorlds
against: Skilljar, Thought Industriesno first choiceagainst: 360Learning, Apollo Learn, Docebo, Gainsight Customer Education, Intellum, Rise Up, Thought Industries, WorkRamp
GPT-5.4 miniTalentLMS
Two alternativesThinkific, Trainual
against: DoceboTalentLMSHeld
Two alternatives360Learning, Absorb LMS
LearnWorlds
Two alternativesTalentLMS, Trainn
against: Docebo, Intellum, LearnUpon, Skilljar, Thought Industries, WorkRampTalentLMS
Three alternativesLearnWorlds, Supademo, Thinkific
no first choiceagainst: Absorb LMS, Continu, LearnUpon, LearnWorlds Starter plan, Moodle, Skilljar, Trainual
Gemini 3.5 FlashTrainn
Three alternativesLearnWorlds, TalentLMS, Teachfloor
against: Docebo, Gainsight Customer Education, Intellum, SkilljarTalentLMSChanged
Two alternativesAcademy of Mine, LearnUpon
against: Docebo, Skilljar, Thought IndustriesThinkific
Four alternativesAcadle, Guidde, LearnUpon, TalentLMS
Thinkific
Six alternativesFreshLearn, LearnDash, LearnWorlds, Notion, Podia, YouTube
against: Docebo, TalentLMS, iSpringLearnWorlds, TalentLMS
Four alternativesLoom, Notion, Thinkific, WorkRamp
against: Articulate Storyline, Docebo, Skilljar, Thought Industriesagainst: Cornerstone OnDemand, Docebo, Intellum, Kajabi, Moodle, Podia, SAP Litmos, Skilljar, Teachable, Thought Industries, WordPress configurations
Perplexity SonarLearnWorlds
Two alternativesDisco, Thinkific
against: Docebo, SkilljarLearnWorldsHeld
Two alternativesAcademy of Mine, ProProfs Training Maker
against: TalentLMSLearnWorlds, TalentLMS
Three alternativesDisco, ProProfs Training Maker, Teachfloor
LearnWorlds, TalentLMS
One alternativeThinkific
no first choiceagainst: Docebo, Gainsight Customer Education, LearnUpon, Skilljar, Thought Industries, WorkRamp
Grok 4.20TalentLMS
Two alternativesGuideflow, LearnWorlds
against: Docebo, Gainsight Customer Education, Skilljar, WorkRampTalentLMSHeld
Three alternativesLearnWorlds, Thinkific, Zoho Learn
LearnWorlds, TalentLMS
Three alternativesGuideflow, Mini Course Generator, Teachfloor
against: Absorb LMS, Docebo, SkilljarTalentLMS
Two alternativesGuideflow, LearnWorlds
against: Docebo, Notion, SkilljarLearnWorlds, TalentLMS
Three alternativesThinkific, WorkRamp, iSpring Learn
against: Docebo, Skilljaragainst: Absorb LMS, Docebo, Intellum, LearnUpon, Skilljar, Thought Industries, WorkRamp
Mistral SmallLearnWorlds, TalentLMS
Four alternativesLearnUpon, Skilljar, Thinkific, Trainn
TalentLMSChanged
Four alternativesProProfs Training Maker, Skilljar, WorkRamp, iSpring Learn
LearnWorlds, TalentLMS
Six alternativesDisco, Mini Course Generator, Skilljar, Teachfloor, Thought Industries, Trainn
TalentLMS
Four alternativesGuideflow, LearnWorlds, Mini Course Generator, Trainn
Teachfloor
Two alternativesLearnUpon, LearnWorlds
against: Docebo, LearnUpon, Skilljar, Thought Industries, WorkRamp
DeepSeek V4 FlashGuideflow, LearnWorlds
One alternativeTalentLMS
against: Docebo, Gainsight Customer Education, Skilljar, WorkRampTalentLMSChanged
One alternativeLearnWorlds
against: Docebo, Skilljar, Thought IndustriesLearnWorlds, TalentLMS
Three alternatives360Learning, Gainsight Customer Education, Teachfloor
against: SkilljarTalentLMS
Five alternatives7taps, Guideflow, SC Training, Teachable, Thinkific
against: Docebo, Gainsight, Gainsight Customer Education, Skilljar, WorkRampLearnUpon, LearnWorlds, TalentLMSagainst: Docebo, Intellum, Skilljar, Thought Industriesagainst: 360Learning, Docebo, Gainsight Customer Education, LearnWorlds, Litmos, Skilljar, TalentLMS
Llama 4 Maverickno first choiceno first choiceHeldno first choiceTalentLMS
Two alternativesDisco, LearnWorlds
no first choicenothing named
Qwen 3.7 FlashThinkific
Two alternativesLearnUpon, TalentLMS
against: SkilljarLearnWorldsChanged
Two alternativesTalentLMS, Thinkific
TalentLMS
Two alternativesLearnWorlds, Teachfloor
against: Absorb LMS, Docebo, SkilljarLearnWorlds
Three alternativesGuideflow, TalentLMS, Teachable
against: Disso, Skilljarno first choiceagainst: Brightcove, Cornerstone OnDemand, Docebo, Kajabi, Moodle, Podia, SAP SuccessFactors Learning, System.io, Vimeo OTT, WordPress plugins
Kimi K2LearnWorlds, Thinkific
One alternativeTalentLMS
against: Docebo, Gainsight Customer Education, Skilljar, WorkRampLearnWorldsChanged
Four alternativesAcademyOcean, TalentLMS, Thinkific, Trainn
against: Absorb LMS, Docebo, Gainsight Customer Education, LearnUponTalentLMS
Three alternativesLearnWorlds, Mini Course Generator, Trainn
against: Docebo, Skilljar, Thought IndustriesTalentLMS
Three alternativesLearnWorlds, Teachable, Thinkific
LearnWorlds, TalentLMS
Four alternativesDisco, Guideflow, Skilljar, WorkRamp
against: Absorb LMS, Docebo, Skilljar, Thought Industries, WorkRamp
GLM 4.7 FlashXLearnWorlds, TalentLMS
Two alternativesMini Course Generator, Teachfloor
against: Absorb LMS, LearnUpon, SkilljarTalentLMSChangedagainst: Docebo, SkilljarLearnWorlds, TalentLMS
One alternativeMini Course Generator
against: Disco, Docebo, LearnUpon, Skilljar, Thought IndustriesLearnWorlds, TalentLMS
Two alternativesConnecteam, Moodle
against: LearnUpon, Skilljar, Tovuti, iSpring LMSno first choicenothing named
MiniMax M2.5no first choiceagainst: WalkMeLearnWorldsChanged
One alternativeiSpring LMS
against: DoceboTeachable
Four alternativesAppcues, Disco, Kajabi, Userpilot
LearnWorlds
One alternativeTalentLMS
against: Thinkificno first choiceagainst: Docebo, LearnUpon, Skilljar, Thought Industries
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 00:09yes79 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:29no03 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-15 02:56yes1518 s
Direct recommendationPerplexity Sonarsonar2026-09-14 22:52yes2018 s
Direct recommendationGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-09-15 03:46yes07 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-15 00:03yes011 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 00:09yes014 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 01:09yes02 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 00:18yes045 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:51yes038 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 02:17yes011 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 01:39no08 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 03:01yes79 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:41yes34 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-15 00:33yes1622 s
ParaphrasePerplexity Sonarsonar2026-09-15 04:35yes207 s
ParaphraseGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-09-15 01:33yes07 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-15 00:27yes08 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-14 23:54yes030 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:08yes02 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 05:01yes042 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-15 01:42yes053 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:56yes019 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:12yes016 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 05:03yes78 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:01yes27 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-15 03:12yes2430 s
ComparativePerplexity Sonarsonar2026-09-14 23:03yes208 s
ComparativeGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-09-15 03:50yes07 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-14 23:42yes08 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-14 23:27yes047 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 04:38yes02 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 23:38yes022 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-14 23:50yes027 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 03:28yes017 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 01:09yes047 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 00:46yes77 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-14 23:14yes34 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-15 01:27yes1026 s
Budget constrainedPerplexity Sonarsonar2026-09-15 02:09yes206 s
Budget constrainedGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-09-15 01:47yes06 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 03:01yes07 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 04:35yes015 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 01:09yes01 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 23:44yes036 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 01:44yes031 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:58yes039 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:01yes011 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 03:02no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:24yes09 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-15 02:50yes1024 s
Scale constrainedPerplexity Sonarsonar2026-09-14 23:24yes189 s
Scale constrainedGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-09-15 02:35yes07 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 03:54yes06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 04:54yes022 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:52yes03 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:58no052 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:03yes046 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-14 23:04yes035 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 01:02yes018 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-14 23:34yes169 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:00yes46 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:38yes1826 s
Negative framingPerplexity Sonarsonar2026-09-14 23:15yes205 s
Negative framingGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-09-15 03:17yes08 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-14 22:59yes011 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 01:45yes088 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:33yes01 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 01:17no037 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:15yes050 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 00:02yes056 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-14 22:56yes017 s

Normalization in this category

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

ShowHide
Category-scoped readings
Absorb read as Absorb LMS
SAP SuccessFactors read as SAP SuccessFactors Learning
Unresolved, counted raw
7taps
Acadle
Articulate Storyline
Disso
Google Classroom
Intercom Education
KnowledgeHound
LearnWorlds Starter plan
Sakai
WordPress configurations (LearnDash)
Discontinued, still offered
No shut-down product was recommended here.

Also in customer

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