Index › HR › Learning and development › Learning experience plat › Enterprise · November 2026 Edition
Learning experience platforms for enterprise buyers
Asked as “learning experience platform”, and as “LXP”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
39%
Contested · Degreed 28%
39Docebo28Degreed07Cornerstone OnDemand26others
39% of first choices, contested.
Since October 2026▼−1Since October 2026: 40% → 39%, −1 point. Inside the 13-point floor: within noise.Docebo held the lead, −1 point on 40%, inside the 13-point floor.
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
TalentLMS34%Contested↗new leaderNew leader since October 2026: TalentLMS (34%) replaces GoSkills (50% then, 26% now), 8 points clear, inside the 13-point floor.Standing →Mid-market
360Learning38%Contested▲+12Since October 2026: 26% → 38%, +12 points. Inside the 13-point floor: within noise.Standing →Enterprise
Docebo39%Contested▼−1Since October 2026: 40% → 39%, −1 point. Inside the 13-point floor: within noise.This page
TalentLMS34%Contested↗new leaderNew leader since October 2026: TalentLMS (34%) replaces GoSkills (50% then, 26% now), 8 points clear, inside the 13-point floor.Standing →Mid-market360Learning38%Contested▲+12Since October 2026: 26% → 38%, +12 points. Inside the 13-point floor: within noise.Standing →EnterpriseDocebo39%Contested▼−1Since October 2026: 40% → 39%, −1 point. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Docebo39%11%61endorsed leader▼−1Since October 2026: 40% → 39%, −1 point. Inside the 13-point floor: within noise.40% → 39%
Docebo39%11%61endorsed leader▼−1Since October 2026: 40% → 39%, −1 point. Inside the 13-point floor: within noise.40% → 39%02
Degreed28%19%48accepted challenger▲+12Since October 2026: 16% → 28%, +12 points. Inside the 13-point floor: within noise.16% → 28%
Degreed28%19%48accepted challenger▲+12Since October 2026: 16% → 28%, +12 points. Inside the 13-point floor: within noise.16% → 28%03
Cornerstone OnDemand7%16%51accepted challenger▼−3Since October 2026: 10% → 7%, −3 points. Inside the 13-point floor: within noise.10% → 7%
Cornerstone OnDemand7%16%51accepted challenger▼−3Since October 2026: 10% → 7%, −3 points. Inside the 13-point floor: within noise.10% → 7%04360Learning4%6%48accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%
360Learning4%6%48accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%05
Absorb LMS2%8%26accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 13-point floor: within noise.8% → 2%
Absorb LMS2%8%26accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 13-point floor: within noise.8% → 2%Show the six products at 0%, ordered by negative rate
11
Udemy Business0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Udemy Business0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
LinkedIn Learning0%29%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
LinkedIn Learning0%29%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Coursera for Business0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Coursera for Business0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
SAP SuccessFactors Learning0%28%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
SAP SuccessFactors Learning0%28%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%07
Workday Learning0%26%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Workday Learning0%26%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%06
LearnUpon0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%
LearnUpon0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%The floor is 13 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
360Learning vs LearnUpon360Learning vs Learn Amp360Learning vs Docebo360Learning vs DegreedTalentLMS vs Absorb LMSTalentLMS vs GoSkillsTalentLMS vs LearnUponTalentLMS vs Learn AmpTalentLMS vs DoceboTalentLMS vs DegreedAbsorb LMS vs GoSkillsAbsorb LMS vs LearnUponAbsorb LMS vs Learn AmpAbsorb LMS vs DoceboAbsorb LMS vs DegreedGoSkills vs LearnUponGoSkills vs Learn AmpGoSkills vs DoceboGoSkills vs DegreedLearnUpon vs Learn AmpLearnUpon vs DoceboLearnUpon vs DegreedLearn Amp vs DoceboLearn Amp vs DegreedDocebo vs Degreed
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Docebo39%
Docebo39%02Degreed28%
Degreed28%03Cornerstone OnDemand7%
Cornerstone OnDemand7%04360Learning4%
360Learning4%05Absorb LMS2%
Absorb LMS2%06LearnUpon0%
LearnUpon0%07Workday Learning0%
Workday Learning0%08SAP SuccessFactors Learning0%
SAP SuccessFactors Learning0%09Coursera for Business0%
Coursera for Business0%10LinkedIn Learning0%
LinkedIn Learning0%11Udemy Business0%
Udemy Business0%What they warned about
Four of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 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.
Degreed19%
9 of 48 labels negative · 7 of 14 models
“Enterprise heavyweights like Degreed, Docebo, and Cornerstone ... they hide their pricing and rarely fit a small team.” Claude Haiku 4.5, budget prompt
Cornerstone OnDemand16%
8 of 51 labels negative · 6 of 14 models · 1 hard negative
“What to Avoid ... Bills for every licensed user, not just active ones—you may pay for 20-40% inactive users” Kimi K2, budget prompt
Docebo11%
7 of 61 labels negative · 5 of 14 models · 1 hard negative
“Costs scale with usage; add-ons stack quickly” Kimi K2, budget prompt
SAP SuccessFactors Learning28%
7 of 25 labels negative · 5 of 14 models · 1 hard negative
“Complex pricing tied to broader HR system costs” Kimi K2, 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
76 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. 850 links across 239 sites, every framing counted. Ranked by the number of answers carrying the site or page. 10 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.
vendor site · G238 answers · 68 citations · 12 models
vendor site · GoSkills37 answers · 38 citations · 11 models
20 answers · 20 citations · 9 models
vendor site · Docebo18 answers · 26 citations · 8 models
18 answers · 21 citations · 8 models
vendor site · Skillscaravan16 answers · 28 citations · 9 models
vendor site · GitHub16 answers · 22 citations · 7 models
vendor site · FirstHR15 answers · 15 citations · 9 models
14 answers · 15 citations · 8 models
vendor site · Rework14 answers · 14 citations · 8 models
13 answers · 13 citations · 8 models
vendor site · 360Learning12 answers · 14 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.
35 answers · 11 models
20 answers · 9 models
19 answers · 10 models
18 answers · 7 models
15 answers · 9 models
13 answers · 8 models
12 answers · 7 models
10 answers · 8 models
9 answers · 4 models
9 answers · 5 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 learning experience platform”, “learning experience platform”, “learning experience platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Docebo docebo.com | 39% | 360 | 9,900 | 242 | 98,677 | 15 | ||
| Degreed degreed.com | 28% | 159 | 4,400 | 939,221 | 16,835 | 11 | ||
| Cornerstone cornerstoneondemand.com Cornerstone OnDemand 7% | 7% | 266 | 165,000 | 17,999 | 33,785 company | $428 | 100 | 2 |
| LifterLMS lifterlms.com | 7% | 19 | 480 | 9 | 2,203 | 7 | ||
| 360Learning 360learning.com | 4% | 310 | 2,400 | 40 | 45,896 | 8 | 3 | |
| Absorb absorbai.com Absorb LMS 2% | 2% | 232 | 2,900 | 34 | 16,283 | $8 | 120 | |
| EdCast | 2% | 590 | 5 | |||||
| Valamis valamis.com | 2% | 10 | ||||||
| EducateMe educate-me.co | 2% | 7 | ||||||
| Intellum intellum.com | 2% | 2 | 880 | 7 | 7,721 |
Google's top ten for the three searches hold 24 sites; 1 of them are among the sites the models cited here (360learning.com). The first result for “best learning experience platform” is reddit.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 learning experience platform for an enterprise B2B company?”Paraphrase“Which LXP would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade learning experience platforms and how do they differ?”Budget-constrained“What is the best learning experience platform 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 a learning experience platform. What should we look at?”Negative“Which learning experience platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldDoceboEducateMeagainst: Cornerstone OnDemand, Degreed, Docebono first choiceagainst: 360Learning, Cornerstone OnDemand, Degreed, Docebo
Three alternatives
Absorb LMS, Cornerstone OnDemand, DegreedOne alternative
ThriveGPT-5.4 miniDoceboDegreed, DoceboChangedDegreed, DoceboDoceboagainst: 360Learningno first choicenothing named
Three alternatives
360Learning, Coursera for Business, TalentLMSOne alternative
ValamisFive alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, LearnUpon, SkilljarOne alternative
Absorb LMSGemini 3.5 FlashDoceboDegreedChangedDegreedValamisno first choicenothing named
Five alternatives
360Learning, Cornerstone OnDemand, Degreed, EdCast, Thought IndustriesThree alternatives
360Learning, Cornerstone OnDemand, DoceboFour alternatives
360Learning, Cornerstone/EdCast, Docebo, LinkedIn LearningFour alternatives
Cornerstone/EdCast, Degreed, Docebo, Totara EngagePerplexity SonarDoceboDoceboHeldCornerstone OnDemand, Degreed, EdCastLifterLMSno first choiceagainst: Absorb LMS, Cornerstone OnDemand, Coursera for Business, Docebo, LinkedIn Learning, Moodle, SAP SuccessFactors Learning, Skillsoft Percipio, TalentLMS, Udemy Business
Two alternatives
Absorb LMS, ThinkificThree alternatives
360Learning, Cornerstone OnDemand, DegreedSix alternatives
360Learning, Coursera for Business, Docebo, LinkedIn Learning, O'Reilly, Udemy BusinessOne alternative
DoceboGrok 4.20DoceboDegreedChangedDegreed, DoceboDoceboagainst: Coursera for Business, TalentLMS, Udemy Businessno first choiceagainst: Degreed, Docebo, EdCast, Oracle Learning, SAP SuccessFactors Learning
Three alternatives
360Learning, Absorb LMS, SkilljarFive alternatives
360Learning, Adobe Learning Manager, Coursera for Business, SAP SuccessFactors Learning, Workday LearningThree alternatives
360Learning, Absorb LMS, Cornerstone OnDemandFive alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, SAP SuccessFactors Learning, Workday LearningMistral Small360Learning, IntellumDegreedChangedDegreedAbsorb LMSagainst: TalentLMSno first choiceagainst: D2L Brightspace, Degreed, Docebo, SAP SuccessFactors HCM
Four alternatives
Cornerstone OnDemand, Docebo, LearnUpon, Workday LearningFour alternatives
360Learning, Docebo, SAP SuccessFactors Learning, Workday LearningTwo alternatives
Cornerstone OnDemand, LearnUponDeepSeek V4 FlashDoceboDegreedChangedDegreedagainst: Coursera for Business, LinkedIn Learning, SAP SuccessFactors Learning, Udemy Business, Workday LearningTOPYX LXPno first choiceagainst: Cornerstone OnDemand, GoSkills, LemonadeLXP, LinkedIn Learning, Oracle Learning, SAP SuccessFactors Learning, Udemy Business, Workday Learning
Four alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, DegreedThree alternatives
360Learning, Cornerstone OnDemand, DoceboThree alternatives
360Learning, Cornerstone OnDemand, DoceboThree alternatives
Cornerstone OnDemand, Docebo, TeachableFour alternatives
360Learning, Cornerstone OnDemand, Degreed, DoceboLlama 4 Maverickno first choiceno first choiceHeldno first choiceCornerstone OnDemand, DoceboDoceboagainst: Adobe Learning Manager, Axonify, Degreed
Two alternatives
Moodle, Open edXThree alternatives
Cornerstone OnDemand, Moodle, TotaraQwen 3.7 FlashDegreedDegreedHeldEdCastDocebono first choiceagainst: D2L Brightspace, LinkedIn Learning
Four alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, DoceboTwo alternatives
Cornerstone OnDemand, DoceboFour alternatives
360Learning, Cornerstone OnDemand, Docebo, SAP SuccessFactors LearningThree alternatives
Degreed, SC Training, TeachableKimi K2DegreedCornerstone OnDemand, DegreedChangedagainst: Workday LearningDoceboLifterLMSagainst: Cornerstone OnDemand, Docebo, SAP SuccessFactors Learningno first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, SAP SuccessFactors Learning, Workday Learning
Four alternatives
360Learning, Cornerstone OnDemand, Docebo, SAP SuccessFactors LearningOne alternative
DoceboFour alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, DegreedTwo alternatives
360Learning, SimpliTrainGLM 4.7 FlashXDoceboDegreedChangedDegreed, Doceboagainst: Coursera for Business, Udemy BusinessCornerstone OnDemand, Docebo, EdCastno first choiceagainst: Canvas LMS, Coding Ninjas, GrowthSchool, QuickLearnX, Refonte Learning
Five alternatives
Absorb LMS, CYPHER Learning, Cornerstone OnDemand, LearnUpon, WorkRampFive alternatives
Cornerstone OnDemand, Disprz, Docebo, HowNow, SAP SuccessFactors LearningFive alternatives
360Learning, Cornerstone OnDemand, EdCast, SAP SuccessFactors Learning, Workday LearningOne alternative
DegreedMiniMax M2.5360Learningno first choiceChangedno first choiceDegreed, Docebo, LifterLMSno first choiceagainst: Absorb LMS, LinkedIn Learningnothing named
Four alternatives
Cornerstone OnDemand, Docebo, LearnUpon, Thought IndustriesOne alternative
Cornerstone OnDemandGPT-6 LunaDoceboDegreedChangedno first choiceTOPYXno first choiceagainst: 360Learning, Cornerstone OnDemand, Degreed, Microsoft Viva Learning
Three alternatives
Degreed, Skilljar, Thought IndustriesTwo alternatives
Cornerstone OnDemand, DoceboSeven alternatives
360Learning, Cornerstone OnDemand, Degreed, Docebo, Fuse, Microsoft Viva Learning, Skillsoft PercipioOne alternative
DegreedMuse Glimmer 30BDoceboDegreedChangedCornerstone OnDemand, DoceboDoceboagainst: Cornerstone OnDemand, Degreed, SAP SuccessFactors Learning, Workday Learningno first choiceagainst: Degreed, SAP SuccessFactors HCM
Nine alternatives
Absorb LMS, Cornerstone OnDemand, Cornerstone Xplor, Degreed, LearnUpon, Litmos, Oracle Learning, SAP SuccessFactors Learning, Workday LearningTwo alternatives
Cornerstone LXP, formerly EdCast, DoceboSix alternatives
360Learning, Coursera for Business, Degreed, SAP SuccessFactors Learning, Udemy Business, Workday LearningTwo alternatives
Careervira LXP, Learning Pool LXPBold 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 10:51 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | yes | 4 | 5 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 10:22 | yes | 10 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:25 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 13 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:55 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:21 | yes | 20 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:29 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:15 | yes | 13 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:51 | yes | 19 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:39 | yes | 18 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 3 | 24 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:34 | yes | 14 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:52 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:11 | yes | 4 | 5 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 10:55 | yes | 11 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:48 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:18 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:45 | yes | 22 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:25 | yes | 10 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:41 | yes | 10 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:26 | yes | 14 | 52 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:10 | yes | 13 | 135 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:45 | yes | 5 | 96 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:22 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:05 | yes | 12 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:55 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:54 | yes | 10 | 7 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 10:53 | yes | 6 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:35 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 8 | 41 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:03 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:25 | yes | 23 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:08 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:38 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:01 | yes | 14 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 14 | 105 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:42 | yes | 5 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:15 | yes | 9 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:57 | yes | 22 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:40 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:18 | yes | 2 | 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 10:28 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:02 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 27 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:45 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:57 | yes | 24 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:53 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:23 | yes | 10 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:28 | yes | 20 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:14 | yes | 21 | 123 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 5 | 44 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:46 | yes | 2 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:35 | yes | 15 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:05 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:48 | no | 0 | 6 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 12:46 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:01 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 10 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:40 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:43 | yes | 25 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:35 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:07 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:36 | yes | 17 | 69 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:52 | yes | 14 | 53 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:11 | yes | 19 | 46 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:31 | yes | 6 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:12 | yes | 13 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:54 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:36 | yes | 4 | 4 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 12:40 | yes | 9 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:58 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 12 | 35 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:45 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:43 | yes | 21 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:54 | yes | 7 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:02 | yes | 5 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:28 | yes | 24 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:59 | yes | 25 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:20 | no | 0 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:44 | yes | 2 | 32 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:36 | yes | 22 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Absorb read as Absorb LMS
Cornerstone read as Cornerstone OnDemand
Cornerstone (EdCast) read as Cornerstone OnDemand
Cornerstone (EdgeVantage) read as Cornerstone OnDemand
Cornerstone (Galaxy) read as Cornerstone OnDemand
Cornerstone (via EdCast) read as Cornerstone OnDemand
Cornerstone (with EdCast) read as Cornerstone OnDemand
Cornerstone Galaxy read as Cornerstone OnDemand
Cornerstone Galaxy (Learn+ / Elevate+) read as Cornerstone OnDemand
Cornerstone Galaxy (formerly EdCast) read as Cornerstone OnDemand
Coursera read as Coursera for Business
EdApp read as SC Training
Instructure / Canvas read as Canvas LMS
Moodle Workplace read as Moodle
Moodle Workplace (self-hosted) read as Moodle
Oracle read as Oracle Learning
SAP Litmos read as Litmos
SAP SuccessFactors read as SAP SuccessFactors Learning
SAP SuccessFactors (LMS/LXP Module) read as SAP SuccessFactors Learning
SAP SuccessFactors (SuccessLearn) read as SAP SuccessFactors Learning
Sana Labs read as Sana Learn
Skillsoft read as Skillsoft Percipio
Workday read as Workday Learning
workday read as Workday Learning
Unresolved, counted raw
Coding Ninjas
Cornerstone LXP, formerly EdCast
Cornerstone Xplor
D2L
GrowthSchool (Sisinty Ventures)
Learning Pool LXP
Oracle Cloud HCM Learning
QuickLearnX
Refonte Learning
TOPYX LXP
Teachlr Organizations
Totara Engage
Workramp LMS
Discontinued, still offered
No shut-down product was recommended here.