Customer education and LMS
Asked as “customer education platform”, and as “customer training LMS”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · LearnUpon 20%
22Skilljar20LearnUpon18TalentLMS40others
22% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Skilljar (22%) replaces LearnUpon (26% then, 20% now), 2 points clear, inside the 11-point floor.Skilljar leads at 22%, replacing LearnUpon, which led at 26% and stands at 20% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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 business
TalentLMS56%Clear leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-market
Skilljar22%Contested↗new leaderNew leader since October 2026: Skilljar (22%) replaces LearnUpon (26% then, 20% now), 2 points clear, inside the 11-point floor.This pageEnterpriseSkilljar34%Contested▲+3Since October 2026: 31% → 34%, +3 points. Inside the 11-point floor: within noise.Standing →
TalentLMS56%Clear leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-marketSkilljar22%Contested↗new leaderNew leader since October 2026: Skilljar (22%) replaces LearnUpon (26% then, 20% now), 2 points clear, inside the 11-point floor.This pageEnterpriseSkilljar34%Contested▲+3Since October 2026: 31% → 34%, +3 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Skilljar22%25%56criticized challenger▼−4Since October 2026: 26% → 22%, −4 points. Inside the 11-point floor: within noise.26% → 22%
Skilljar22%25%56criticized challenger▼−4Since October 2026: 26% → 22%, −4 points. Inside the 11-point floor: within noise.26% → 22%02
LearnUpon20%5%39accepted challenger▼−6Since October 2026: 26% → 20%, −6 points. Inside the 11-point floor: within noise.26% → 20%
LearnUpon20%5%39accepted challenger▼−6Since October 2026: 26% → 20%, −6 points. Inside the 11-point floor: within noise.26% → 20%03TalentLMS18%8%40accepted challenger▼−5Since October 2026: 23% → 18%, −5 points. Inside the 11-point floor: within noise.23% → 18%
TalentLMS18%8%40accepted challenger▼−5Since October 2026: 23% → 18%, −5 points. Inside the 11-point floor: within noise.23% → 18%04
LearnWorlds13%3%29accepted challenger▲+7Since October 2026: 6% → 13%, +7 points. Inside the 11-point floor: within noise.6% → 13%
LearnWorlds13%3%29accepted challenger▲+7Since October 2026: 6% → 13%, +7 points. Inside the 11-point floor: within noise.6% → 13%05
Absorb LMS9%18%44accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise.2% → 9%
Absorb LMS9%18%44accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise.2% → 9%06
Thought Industries4%22%41accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Thought Industries4%22%41accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
360Learning4%13%15accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
360Learning4%13%15accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08
WorkRamp2%18%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
WorkRamp2%18%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
Docebo2%33%48criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Docebo2%33%48criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%10
Intellum2%12%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Intellum2%12%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%11
Thinkific2%17%18accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
Thinkific2%17%18accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%Show the two products at 0%, ordered by negative rate
13
Gainsight Customer Education0%16%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Gainsight Customer Education0%16%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Teachfloor0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Teachfloor0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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.
All twenty-eight head-to-head pages: the top eight products, each against each
Skilljar vs Absorb LMSSkilljar vs Thought IndustriesSkilljar vs 360LearningSkilljar vs WorkRampLearnUpon vs TalentLMSLearnUpon vs LearnWorldsLearnUpon vs Absorb LMSLearnUpon vs Thought IndustriesLearnUpon vs 360LearningLearnUpon vs WorkRampTalentLMS vs LearnWorldsTalentLMS vs Absorb LMSTalentLMS vs Thought IndustriesTalentLMS vs 360LearningTalentLMS vs WorkRampLearnWorlds vs Absorb LMSLearnWorlds vs Thought IndustriesLearnWorlds vs 360LearningLearnWorlds vs WorkRampAbsorb LMS vs Thought IndustriesAbsorb LMS vs 360LearningAbsorb LMS vs WorkRampThought Industries vs 360LearningThought Industries vs WorkRamp360Learning vs WorkRamp
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Skilljar22%
Skilljar22%02LearnUpon20%
LearnUpon20%03TalentLMS18%
TalentLMS18%04LearnWorlds13%
LearnWorlds13%05Absorb LMS9%
Absorb LMS9%06Thought Industries4%
Thought Industries4%07360Learning4%
360Learning4%08WorkRamp2%
WorkRamp2%09Docebo2%
Docebo2%10Intellum2%
Intellum2%11Thinkific2%
Thinkific2%12Teachfloor0%
Teachfloor0%13Gainsight Customer Education0%
Gainsight Customer Education0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Docebo33%
16 of 48 labels negative · 9 of 14 models · 3 hard negative
“Avoid: General-purpose LMS platforms (like Docebo) unless you also need heavy employee training” Kimi K2, direct prompt
Skilljar25%
14 of 56 labels negative · 9 of 14 models · 2 hard negative
“Avoid enterprise tools like Skilljar, Docebo, or Thought Industries” Grok 4.20, budget prompt
Absorb LMS18%
8 of 44 labels negative · 6 of 14 models · 2 hard negative
“Avoid pure internal-focused LMS like Absorb or Cornerstone unless customer training is secondary.” Grok 4.20, paraphrase prompt
Thought Industries22%
9 of 41 labels negative · 6 of 14 models · 2 hard negative
“Avoid enterprise tools like Skilljar, Docebo, or Thought Industries” Grok 4.20, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 833 links across 179 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
40 answers · 64 citations · 14 models
vendor site · LearnWorlds31 answers · 51 citations · 10 models
vendor site · Mini Course Generator27 answers · 27 citations · 12 models
vendor site · EasyWebinar25 answers · 25 citations · 11 models
23 answers · 23 citations · 11 models
vendor site · Eurekos23 answers · 23 citations · 9 models
vendor site · Thinkific22 answers · 28 citations · 11 models
vendor site · Edmingle20 answers · 21 citations · 10 models
vendor site · Teachfloor19 answers · 20 citations · 9 models
16 answers · 18 citations · 9 models
vendor site · 360Learning16 answers · 16 citations · 9 models
vendor site · Capterra14 answers · 23 citations · 7 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.
28 answers · 11 models
25 answers · 11 models
23 answers · 11 models
23 answers · 9 models
20 answers · 11 models
19 answers · 10 models
18 answers · 9 models
13 answers · 8 models
11 answers · 8 models
10 answers · 9 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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Skilljar skilljar.com | 22% | 157 | 3,600 | 67 | 233,929 | 23 | ||
| LearnUpon learnupon.com | 20% | 92 | 5,400 | 55 | 81,523 | 40 | ||
| TalentLMS talentlms.com | 18% | 128 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| LearnWorlds learnworlds.com | 13% | 87 | 5,400 | 67 | 27,442 | $51 | 69 | 4 |
| Absorb LMS absorbai.com | 9% | 96 | 2,900 | 34 | 16,283 | $8 | 120 | |
| Thought Industries thoughtindustries.com | 4% | 104 | 720 | 11 | 9,665 | 17 | 1 | |
| 360Learning 360learning.com | 4% | 51 | 2,400 | 40 | 45,896 | 8 | ||
| WorkRamp workramp.com | 2% | 54 | 3,600 | 34 | 8,841 | 0 | ||
| Docebo docebo.com | 2% | 149 | 9,900 | 242 | 98,677 | 15 | 5 | |
| Intellum intellum.com | 2% | 46 | 880 | 7 | 7,721 | 1 |
Google's top ten for the two searches hold 13 sites; 2 of them are among the sites the models cited here (g2.com, learnworlds.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
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.
ShowHideModelDirect“What is the best customer education platform for a mid-market B2B company?”Paraphrase“Which customer training LMS would you recommend to a mid-sized B2B company?”Comparative“What are the top customer education platforms and how do they differ?”Budget-constrained“What is the best customer education platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a customer education platform. What should we look at?”Negative“Which customer education platforms should I avoid or be cautious about?”
Claude Haiku 4.5Intellum, SkilljarLearnUponChangedSkilljarLearnWorldsno first choiceagainst: 360Learning, Absorb LMS, Blackbaud LMS, CYPHER Learning, Docebo, Litmos
Five alternatives
Absorb LMS, LearnUpon, TalentLMS, Thought Industries, WorkRampTwo alternatives
Skilljar, TalentLMSFive alternatives
Docebo, LearnWorlds, TalentLMS, Teachfloor, TovutiTwo alternatives
ProProfs Training Maker, TalentLMSGPT-5.4 miniSkilljarLearnUponChangedagainst: TalentLMSSkilljarTalentLMS, Thinkificagainst: Gainsight Customer Education, LearnUpon, Skilljarno first choiceagainst: 360Learning, Clueso, Continu, DigitalChalk, LearnWorlds, Skilljar, Supademo
Three alternatives
Absorb LMS, Docebo, LearnUponTwo alternatives
Absorb LMS, DoceboFive alternatives
360Learning, Absorb LMS, Docebo, LearnUpon, LitmosGemini 3.5 FlashSkilljarSkilljarHeldSkilljarLearnWorldsagainst: Docebo, Skilljar, WorkRampSkilljaragainst: BambooHR LMS, Cornerstone OnDemand, Docebo, Kajabi, SAP Litmos, SAP SuccessFactors Learning, Teachable, Thinkific, Thought Industries, Tovuti LMS, Udemy, Workday Learning
Five alternatives
Absorb LMS, Docebo, LearnUpon, Thought Industries, WorkRampFour alternatives
Absorb LMS, LearnUpon, Thought Industries, WorkRampSix alternatives
Docebo, Gainsight Customer Education, Intellum, LearnUpon, Thought Industries, WorkRampFour alternatives
LearnDash, TalentLMS, Thinkific, TrainnFive alternatives
Docebo, Gainsight Customer Education, Intellum, Thought Industries, WorkRampPerplexity SonarSkilljaragainst: Thought IndustriesLearnUponChangedagainst: Docebo, TalentLMSSkilljarLearnWorldsno first choiceagainst: Absorb LMS, Docebo, Skilljar, TalentLMS, Teachable, Thinkific, Thought Industries, WorkRamp
Four alternatives
Absorb LMS, LearnUpon, LearnWorlds, TalentLMSTwo alternatives
Absorb LMS, SkilljarEleven alternatives
Absorb LMS, Disco, Docebo, LearnUpon, Supademo, Teachfloor, Thinkific, Thought Industries, UserGuiding, Whatfix, WorkRampOne alternative
TalentLMSGrok 4.20LearnUponagainst: Absorb LMS, DoceboSkilljarChangedagainst: Absorb LMS, CornerstoneAbsorb LMSTalentLMSagainst: Docebo, Skilljar, Thought IndustriesLearnWorlds, Skilljaragainst: Absorb LMS, Docebo, Intellum, Litmos, Skilljar, Thought Industries, Udemy
Two alternatives
Skilljar, Thought IndustriesTwo alternatives
Docebo, TalentLMSSeven alternatives
Docebo, Eurekos, Intellum, LearnWorlds, Skilljar, Thought Industries, TrainnThree alternatives
LearnWorlds, Moodle, ThinkificFour alternatives
Absorb LMS, Docebo, TalentLMS, Thought IndustriesMistral SmallLearnUponAbsorb LMS, DoceboChangedAbsorb LMSLearnWorlds, TalentLMSagainst: Docebono first choiceagainst: Absorb LMS, Docebo, Skilljar, WorkRamp
Four alternatives
Absorb LMS, Docebo, Skilljar, Thought IndustriesThree alternatives
360Learning, Eurekos, Thought IndustriesFive alternatives
Docebo, Eurekos, Intellum, Thought Industries, TrainnOne alternative
TeachfloorDeepSeek V4 FlashWorkRamp360LearningChangedagainst: Docebo, IntellumSkilljaragainst: Gainsight Customer Education, ThinkificLearnWorldsno first choiceagainst: Cengage Learning, Edmentum, Gainsight Customer Education, Schoology, Skilljar, WileyPlus
Four alternatives
Docebo, LearnUpon, Skilljar, Thought IndustriesFour alternatives
Absorb LMS, LearnUpon, Skilljar, TalentLMSSeven alternatives
Absorb LMS, Docebo, Intellum, LearnWorlds, TalentLMS, Thought Industries, WorkRampFour alternatives
Moodle, SendPulse, Systeme.io, TalentLMSLlama 4 MaverickLearnUponLearnUpon, SkilljarChangedno first choiceTalentLMSno first choicenothing named
Four alternatives
Absorb LMS, Seismic, Skilljar, TalentLMSThree alternatives
Didask, Docebo, Rise UpTwo alternatives
Guideflow, TeachfloorQwen 3.7 FlashSkilljaragainst: Cornerstone, Notion, WalkMeAbsorb LMSChangedEurekos, TrainnLearnWorldsagainst: Absorb LMS, Docebono first choiceagainst: Cornerstone OnDemand, Coursera, Edgenuity, IXL, LinkedIn Learning, Moodle, Oracle, SAP SuccessFactors Learning, Udemy, Workday Learning
Three alternatives
Helpjuice, Pendo, UserGuidingTwo alternatives
Skilljar, TalentLMSFour alternatives
Absorb LMS, Docebo, Document360, Thought IndustriesThree alternatives
Guideflow, Notion, TalentLMSKimi K2Thought Industriesagainst: DoceboSkilljarChangedno first choiceTalentLMSagainst: Docebo, LearnUpon, Skilljar, Thought Industries, WorkRampno first choiceagainst: Adobe, Cornerstone OnDemand, Docebo, SAP Litmos, Skilljar, Thought Industries
Three alternatives
Absorb LMS, LearnUpon, SkilljarThree alternatives
Absorb LMS, Gainsight Customer Education, LearnUponSix alternatives
AcademyOcean, Docebo, Gainsight Customer Education, LearnUpon, Skilljar, Thought IndustriesThree alternatives
CXcherry, LearnWorlds, TrainnGLM 4.7 FlashXAbsorb LMS, LearnUponTalentLMSChangedSkilljarTalentLMS, Teachableno first choiceagainst: Canvas, Mathspace, PowerSchool, Udemy
Two alternatives
Skilljar, TalentLMSFour alternatives
360Learning, Absorb LMS, LearnWorlds, LitmosSeven alternatives
Absorb LMS, Disco, Docebo, LearnUpon, Teachfloor, Thought Industries, WorkRampTwo alternatives
LearnWorlds, MoodleMiniMax M2.5LearnUpon, TalentLMS360LearningChangedno first choiceTrupeer AIno first choicenothing named
One alternative
SkilljarThree alternatives
LearnWorlds, Skilljar, uTeachThree alternatives
360Learning, Gainsight Customer Education, LearnWorldsGPT-6 LunaSkilljarLearnUponChangedSkilljarTalentLMSagainst: Skilljarno first choiceagainst: Docebo, Skilljar, Thought Industries
Two alternatives
LearnUpon, ThinkificTwo alternatives
Docebo, TalentLMSFive alternatives
Docebo, Intellum, LearnUpon, Thought Industries, WorkRampOne alternative
ThinkificMuse Glimmer 30BAbsorb LMS, Thought Industriesagainst: SkilljarAbsorb LMS, LearnUponChangedSkilljarTalentLMSno first choiceagainst: Absorb LMS, LearnFormula.com, Simplilearn.com, Skilljar, Thought Industries
Two alternatives
Disco, LearnUponThree alternatives
Skilljar, TalentLMS, Thought IndustriesEight alternatives
Absorb LMS, Docebo, Gainsight Customer Education, Intellum, Learn:Up, LearnUpon, Thought Industries, WorkRampTwo alternatives
LearnWorlds, TeachfloorBold 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.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:42 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:54 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:57 | yes | 13 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:47 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:09 | yes | 13 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:57 | yes | 20 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:47 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:42 | yes | 15 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:18 | yes | 14 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:38 | yes | 5 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:10 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:58 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:48 | yes | 19 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:40 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:28 | yes | 12 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:31 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:05 | yes | 5 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:44 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:41 | yes | 24 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:03 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:28 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:35 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:18 | yes | 12 | 69 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:13 | yes | 5 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | yes | 3 | 46 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:03 | yes | 12 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:39 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:42 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:51 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:51 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:42 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:48 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 24 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:52 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:29 | yes | 5 | 16 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:51 | yes | 18 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:01 | yes | 19 | 151 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:02 | yes | 9 | 94 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:38 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:53 | yes | 24 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:49 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:49 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:37 | yes | 13 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:06 | yes | 25 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:31 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:32 | yes | 14 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:26 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:03 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:19 | yes | 14 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:24 | yes | 25 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:40 | yes | 10 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:14 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:00 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:24 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:46 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:22 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:49 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:14 | yes | 14 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:11 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:32 | yes | 19 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:47 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:44 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:54 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:20 | yes | 15 | 50 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:13 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:24 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:21 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:31 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:45 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:12 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:06 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:57 | yes | 19 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:24 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:24 | yes | 25 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:41 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:04 | yes | 10 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 25 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:55 | yes | 25 | 47 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:58 | no | 0 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:52 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:49 | yes | 25 | 30 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
Workday read as Workday Learning
Unresolved, counted raw
Adobe
Blackbaud LMS
CXcherry
CYPHER Learning
Cengage Learning
Chamilo
Clueso
Digiforma
DigitalChalk
Dokeos
Edgenuity
Edmentum
Google Classroom
IXL
Learn Upon
LearnFormula.com
Mathspace
Oracle
PowerSchool
Schoology
Schoox
Simplilearn.com
Talent LMS
Teachizy
Tutor LMS
WileyPlus
Discontinued, still offered
No shut-down product was recommended here.