Learning experience platforms
Asked as “learning experience platform”, and as “LXP”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
26%
Contested · GoSkills 18%
26360Learning18GoSkills14TalentLMS42others
26% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: 360Learning (25%) replaces Learn Amp (28% then, 11% now), 14 points clear, past the 13-point floor.360Learning leads at 25%, replacing Learn Amp, which led at 28% and stands at 11% now: 14 points clear, past the 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
GoSkills50%Clear leader▼−4Since September 2026: 57% → 52%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
360Learning26%Contested↗new leaderNew leader since September 2026: 360Learning (25%) replaces Learn Amp (28% then, 11% now), 14 points clear, past the 13-point floor.This pageEnterprise
Docebo40%Contested▲+7Since September 2026: 32% → 39%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
GoSkills50%Clear leader▼−4Since September 2026: 57% → 52%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-market360Learning26%Contested↗new leaderNew leader since September 2026: 360Learning (25%) replaces Learn Amp (28% then, 11% now), 14 points clear, past the 13-point floor.This pageEnterpriseDocebo40%Contested▲+7Since September 2026: 32% → 39%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 September 2026
01360Learning26%0%42accepted challenger▲+10Since September 2026: 15% → 25%, +10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 25%
360Learning26%0%42accepted challenger▲+10Since September 2026: 15% → 25%, +10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 25%02GoSkills18%0%20accepted challenger▲+3Since September 2026: 15% → 18%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 18%
GoSkills18%0%20accepted challenger▲+3Since September 2026: 15% → 18%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 18%03
TalentLMS14%0%25accepted challenger▲+5Since September 2026: 9% → 14%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 14%
TalentLMS14%0%25accepted challenger▲+5Since September 2026: 9% → 14%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 14%04
Absorb LMS12%0%25accepted challenger▲+5Since September 2026: 7% → 11%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 11%
Absorb LMS12%0%25accepted challenger▲+5Since September 2026: 7% → 11%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 11%05
Learn Amp12%0%14accepted challenger▼−17Since September 2026: 28% → 11%, −17 points. Past the 13-point floor: movement. Read over the models both editions asked.28% → 11%
Learn Amp12%0%14accepted challenger▼−17Since September 2026: 28% → 11%, −17 points. Past the 13-point floor: movement. Read over the models both editions asked.28% → 11%06Docebo2%30%44criticized challenger▼−9Since September 2026: 11% → 2%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 2%
Docebo2%30%44criticized challenger▼−9Since September 2026: 11% → 2%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 2%07
Degreed2%45%29criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Degreed2%45%29criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%08
Udemy Business2%69%13criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Udemy Business2%69%13criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%Show the two products at 0%, ordered by negative rate
10
Cornerstone OnDemand0%50%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Cornerstone OnDemand0%50%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
Continu0%0%11accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 0%
Continu0%0%11accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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
360Learning vs Learn Amp360Learning vs Docebo360Learning vs Degreed360Learning vs Udemy BusinessGoSkills vs TalentLMSGoSkills vs Absorb LMSGoSkills vs Learn AmpGoSkills vs DoceboGoSkills vs DegreedGoSkills vs Udemy BusinessTalentLMS vs Absorb LMSTalentLMS vs Learn AmpTalentLMS vs DoceboTalentLMS vs DegreedTalentLMS vs Udemy BusinessAbsorb LMS vs Learn AmpAbsorb LMS vs DoceboAbsorb LMS vs DegreedAbsorb LMS vs Udemy BusinessLearn Amp vs DoceboLearn Amp vs DegreedLearn Amp vs Udemy BusinessDocebo vs DegreedDocebo vs Udemy BusinessDegreed vs Udemy Business
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01360Learning26%
360Learning26%02GoSkills18%
GoSkills18%03TalentLMS14%
TalentLMS14%04Absorb LMS12%
Absorb LMS12%05Learn Amp12%
Learn Amp12%06Docebo2%
Docebo2%07Degreed2%
Degreed2%08Udemy Business2%
Udemy Business2%09Continu0%
Continu0%10Cornerstone OnDemand0%
Cornerstone OnDemand0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Degreed45%
13 of 29 labels negative · 8 of 14 models · 3 hard negative
“Repeatedly flagged across multiple analyses and AI-model recommendations as a platform to **avoid for small businesses**” DeepSeek V4 Flash, negative prompt
Udemy Business69%
9 of 13 labels negative · 8 of 14 models · 3 hard negative
“Udemy often criticized for uneven course vetting and frequent deep discounts that devalue content.” Grok 4.1 Fast, negative prompt
Docebo30%
13 of 44 labels negative · 8 of 14 models · 1 hard negative
“Frequently cautioned against” DeepSeek V4 Flash, negative prompt
Cornerstone OnDemand50%
9 of 18 labels negative · 6 of 14 models · 4 hard negative
“Strong Cautions — Major Red Flags ... clunky backend, steep admin learning curve, and uninspiring learner UI” Kimi K2, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1075 links across 289 sites, every framing counted. Ranked by the number of answers carrying the site or page. 45 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 · GoSkills61 answers · 75 citations · 12 models
vendor site · G233 answers · 71 citations · 12 models
vendor site · Guideflow30 answers · 31 citations · 10 models
21 answers · 22 citations · 10 models
vendor site · 360Learning20 answers · 30 citations · 9 models
20 answers · 22 citations · 10 models
vendor site · FirstHR19 answers · 22 citations · 9 models
19 answers · 21 citations · 10 models
18 answers · 21 citations · 10 models
18 answers · 20 citations · 9 models
vendor site · Coursebox17 answers · 17 citations · 9 models
15 answers · 17 citations · 8 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.
60 answers · 12 models
30 answers · 10 models
19 answers · 10 models
18 answers · 9 models
17 answers · 9 models
16 answers · 8 models
15 answers · 6 models
13 answers · 7 models
13 answers · 7 models
12 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| 360Learning 360learning.com | 26% | 266 | 2,400 | 40 | 45,896 | 8 | 3 | |
| GoSkills goskills.com | 18% | 141 | 1,900 | 23 | 120,277 | 120 | ||
| TalentLMS talentlms.com | 14% | 348 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| Absorb absorbai.com Absorb LMS 12% | 12% | 223 | 2,900 | 34 | 16,283 | $8 | 120 | |
| Learn Amp learnamp.com | 12% | 16 | 210 | 2 | 431 | 0 | 2 | |
| LearnUpon learnupon.com | 4% | 90 | 5,400 | 55 | 81,523 | 40 | 9 | |
| SAP parent site SAP SuccessFactors HCM 4% | 4% | 14 | 135,000 | 74,309 | ||||
| Docebo docebo.com | 2% | 351 | 9,900 | 242 | 98,677 | 15 | ||
| Adobe Learning Manager adobe.com | 2% | 34 | 1,000 | 47 | 242,010,966 | $9,855 | 119 | |
| CYPHER cypherlearning.com CYPHER Learning 2% | 2% | 18 | 590 | 11 | 10,344 | 16 | 6 |
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 a mid-market B2B company?”Paraphrase“Which LXP would you recommend to a mid-sized B2B company?”Comparative“What are the top learning experience platforms and how do they differ?”Budget-constrained“What is the best learning experience platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a learning experience platform. What should we look at?”Negative“Which learning experience platforms should I avoid or be cautious about?”
Claude Haiku 4.5Learn Amp360Learning, Learn AmpChangedGoSkillsagainst: Docebono first choiceno first choicenothing named
Three alternatives
360Learning, Absorb LMS, DoceboOne alternative
Absorb LMSThree alternatives
360Learning, Degreed, LinkedIn LearningSix alternatives
Google Classroom, Moodle, TalentLMS, Thinkific, Zoho Learn, iSpring LearnGPT-5.4 mini360LearningDegreedChangedDegreedGoSkillsagainst: Thriveno first choicenothing named
Five alternatives
Absorb LMS, CYPHER Learning, Degreed, Docebo, TalentLMSTwo alternatives
LearnUpon, ValamisFour alternatives
360Learning, Coursera for Business, Docebo, LinkedIn LearningOne alternative
Juno JourneyGemini 3.5 FlashLearnUpon360LearningChangedagainst: Degreed, DoceboDegreed360Learningagainst: Cornerstone OnDemand, Degreed, Docebo360Learningagainst: Cornerstone OnDemand, Degreedagainst: Cornerstone OnDemand, Degreed, Docebo, Microsoft Viva Learning
Four alternatives
360Learning, Absorb LMS, Continu, DoceboThree alternatives
Continu, Learn Amp, LearnUponFive alternatives
360Learning, Docebo, EdCast, HowNow, ThriveFour alternatives
GoSkills, GroupApp, SC Training, TalentLMSFour alternatives
Absorb LMS, Continu, Learn Amp, Sana LearnPerplexity Sonar360LearningAdobe Learning ManagerChangedno first choiceTalentLMSno first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, Kajabi, Learnerbly, LinkedIn Learning, Skillshare, Skillsoft Percipio, Udemy Business
Three alternatives
Absorb LMS, Docebo, TalentLMSTwo alternatives
Juno Journey, Sana LearnTwo alternatives
GoSkills, MoodleGrok 4.1 FastAbsorb LMSGoSkillsChangedno first choiceTalentLMSno first choiceagainst: BYJU'S, Canvas LMS, Coursera for Business, LearnWorlds, Simplilearn, Subject.com, Thinkific, Udemy Business, Unacademy, Vedantu, Zearn, edX
Two alternatives
360Learning, DoceboFour alternatives
360Learning, Absorb LMS, Learn Amp, Udemy BusinessFour alternatives
Canvas LMS, Connecteam, Google Classroom, MoodleMistral SmallSAP SuccessFactors HCM, TalentLMS360LearningChangedno first choiceCYPHER Learning, GoSkillsno first choiceagainst: Cornerstone OnDemand, Coursera for Business, Degreed, Docebo, Fuel50, Learnerbly, Skillsoft Percipio, Udemy Business
Two alternatives
LearnWorlds, ThinkificTwo alternatives
SAP SuccessFactors HCM, Udemy BusinessTwo alternatives
Absorb LMS, GroupAppDeepSeek V4 Flash360Learningagainst: Docebo360LearningHeldagainst: Degreed, DoceboDegreedGoSkillsagainst: Udemy Businessno first choiceagainst: Canvas LMS, Cornerstone OnDemand, D2L Brightspace, Degreed, Docebo, Litmos, Moodle, Skillsoft Percipio, Udemy Business
Three alternatives
Absorb LMS, LearnUpon, TalentLMSThree alternatives
Continu, GoSkills, Learn AmpFive alternatives
360Learning, Continu, Cornerstone OnDemand, Docebo, HowNowTwo alternatives
360Learning, TalentLMSLlama 4 MaverickSAP SuccessFactors HCMGoSkillsChangedno first choiceUdemy Businessno first choicenothing named
Six alternatives
Kajabi, LearnDash, LearnWorlds, TalentLMS, Teachable, ThinkificFour alternatives
360Learning, Degreed, Learn Amp, UneeQ Immersive Training PlatformQwen 3.7 FlashAbsorb LMSDoceboChangedDegreedGoSkills, TalentLMSagainst: Degreed, Docebo, Moodleno first choiceagainst: Blackboard, Coursera for Business, Duolingo, Khan Academy, Quizlet, SAP SuccessFactors Learning, Udemy Business, edX
Two alternatives
Docebo, iSpring LearnFour alternatives
360Learning, Axonify, EdCast, LessonlyFour alternatives
360Learning, Cornerstone Xplor / EdCast, Docebo, TalentLMSOne alternative
SC TrainingKimi K2360Learning, LearnUponAbsorb LMSChangedagainst: DoceboDegreedTalentLMS360Learning, Learn Ampagainst: Cornerstone OnDemand, Degreedagainst: Cornerstone OnDemand, Degreed, Docebo, EdCast, Skillsoft Percipio, Udemy Business
Three alternatives
Absorb LMS, Docebo, LitmosTwo alternatives
360Learning, ContinuSix alternatives
360Learning, Docebo, EdCast, Go1, LinkedIn Learning, Skillsoft PercipioTwo alternatives
Moodle, iSpring Learn LMSFour alternatives
Docebo, LearnUpon, Learnerbly, TalentLMSGLM 4.7 FlashXAbsorb LMSLearn AmpChangedDoceboGoSkillsno first choiceagainst: Canvas LMS, Cengage Learning, Coursera for Business, Duolingo, PowerSchool, Study.com, Udemy Business, edX
Five alternatives
360Learning, Adobe Learning Manager, Docebo, Go1, TalentLMSThree alternatives
Absorb LMS, Degreed, DoceboFive alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, Coursera for Business, DegreedFour alternatives
Connecteam, TalentLMS, Trainual, Zoho LearnMiniMax M2.5Absorb LMSLearn AmpChangedagainst: Litmosno first choiceGoSkills, TalentLMSno first choiceagainst: Canvas LMS, Classkick, Cornerstone OnDemand, Degreed, Docebo
Four alternatives
Continu, GoSkills, Learn Amp, TalentLMSThree alternatives
360Learning, Continu, Thought IndustriesOne alternative
ContinuGPT-6 Luna360Learning360LearningHeldno first choiceTalentLMSno first choiceagainst: Cornerstone Learning Experience / legacy EdCast, D2L Brightspace Learner Experience, Degreed
Two alternatives
Docebo, LearnUponTwo alternatives
Docebo, LearnUponOne alternative
360LearningMuse Glimmer 30BAbsorb LMSLearn AmpChangedno first choiceGoSkillsno first choiceagainst: LinkedIn Learning, Mitti, SAP SuccessFactors HCM, Udemy Business
Two alternatives
Continu, Learn AmpTwo alternatives
360Learning, GoSkillsFive alternatives
360Learning, Cornerstone OnDemand, Degreed, Docebo, LinkedIn LearningTwo alternatives
360Learning, SC TrainingBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 10:10 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:52 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:37 | yes | 18 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:16 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:15 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:14 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:43 | yes | 21 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:26 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:09 | yes | 15 | 65 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:13 | yes | 13 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:01 | yes | 17 | 15 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:08 | yes | 9 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:43 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:22 | yes | 22 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:09 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:46 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:14 | yes | 7 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:00 | yes | 22 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:21 | yes | 19 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:21 | yes | 19 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:05 | yes | 20 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:14 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:22 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:10 | yes | 18 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:56 | yes | 16 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:54 | yes | 5 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:15 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:19 | yes | 21 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:43 | yes | 18 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:35 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:34 | yes | 19 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:38 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:56 | yes | 16 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:04 | yes | 7 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:35 | yes | 21 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:47 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:00 | yes | 9 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:36 | yes | 22 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:12 | yes | 23 | 190 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:56 | yes | 10 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:54 | yes | 8 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:12 | yes | 20 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:41 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:38 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:02 | yes | 24 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:03 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:14 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:35 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:37 | yes | 22 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:56 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:15 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:54 | yes | 10 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:18 | yes | 14 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:09 | yes | 5 | 11 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:08 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | yes | 18 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:40 | yes | 16 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:41 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:34 | yes | 17 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:23 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:23 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:56 | yes | 9 | 15 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:57 | yes | 19 | 64 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:50 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:38 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:10 | yes | 19 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:52 | yes | 23 | 87 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:50 | no | 0 | 44 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:53 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:57 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:33 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:50 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:37 | yes | 28 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:02 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:30 | yes | 25 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:07 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:19 | yes | 22 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:25 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:24 | yes | 10 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:43 | yes | 24 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:09 | yes | 24 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:55 | yes | 5 | 11 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:16 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:37 | yes | 24 | 31 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
Canvas read as Canvas LMS
Canvas (Instructure) read as Canvas LMS
Cornerstone read as Cornerstone OnDemand
Cornerstone (EdCast) read as Cornerstone OnDemand
Cornerstone (including EdCast) read as Cornerstone OnDemand
Cornerstone (including former EdCast) read as Cornerstone OnDemand
Coursera read as Coursera for Business
Cypher read as CYPHER Learning
EdApp read as SC Training
ProProfs read as ProProfs Training Maker
SAP Litmos read as Litmos
SAP SuccessFactors read as SAP SuccessFactors Learning
Sana read as Sana Learn
Sap Litmos read as Litmos
Skillsoft read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Absorb LXP
BYJU'S
Cengage Learning
Chalkboard.io
Classkick
Compono
Cornerstone Learning Experience / legacy EdCast
Cornerstone Xplor / EdCast
Coursebox.ai
D2L Brightspace Learner Experience
IBM Kenexa Learning
LinkedIn Learning Career Hub
Moodle LXP
Subject.com
Unacademy
UneeQ Immersive Training Platform
Vedantu
Zearn
iSpring Learn LMS
Discontinued, still offered
No shut-down product was recommended here.