Learning experience platforms
Asked as “learning experience platform”, and as “LXP”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · TalentLMS 19%
38360Learning19TalentLMS06Absorb LMS38others
38% of first choices, contested.
Since October 2026▲+12Since October 2026: 26% → 38%, +12 points. Inside the 13-point floor: within noise.360Learning held the lead, +12 points on 26%, 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.This pageEnterprise
Docebo39%Contested▼−1Since October 2026: 40% → 39%, −1 point. Inside the 13-point floor: within noise.Standing →
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.This pageEnterpriseDocebo39%Contested▼−1Since October 2026: 40% → 39%, −1 point. Inside the 13-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
01360Learning38%0%54endorsed leader▲+12Since October 2026: 26% → 38%, +12 points. Inside the 13-point floor: within noise.26% → 38%
360Learning38%0%54endorsed leader▲+12Since October 2026: 26% → 38%, +12 points. Inside the 13-point floor: within noise.26% → 38%02TalentLMS19%0%26accepted challenger▲+5Since October 2026: 14% → 19%, +5 points. Inside the 13-point floor: within noise.14% → 19%
TalentLMS19%0%26accepted challenger▲+5Since October 2026: 14% → 19%, +5 points. Inside the 13-point floor: within noise.14% → 19%03
Absorb LMS6%6%34accepted challenger▼−6Since October 2026: 12% → 6%, −6 points. Inside the 13-point floor: within noise.12% → 6%
Absorb LMS6%6%34accepted challenger▼−6Since October 2026: 12% → 6%, −6 points. Inside the 13-point floor: within noise.12% → 6%04
GoSkills6%0%17accepted challenger▼−12Since October 2026: 18% → 6%, −12 points. Inside the 13-point floor: within noise.18% → 6%
GoSkills6%0%17accepted challenger▼−12Since October 2026: 18% → 6%, −12 points. Inside the 13-point floor: within noise.18% → 6%05
LearnUpon6%0%13accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%
LearnUpon6%0%13accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%06
Learn Amp4%0%10accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 13-point floor: within noise.12% → 4%
Learn Amp4%0%10accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 13-point floor: within noise.12% → 4%07Docebo2%15%46accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Docebo2%15%46accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%08
Degreed2%30%37criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Degreed2%30%37criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%09EdCast2%15%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Show the three products at 0%, ordered by negative rate
12
Cornerstone OnDemand0%39%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Cornerstone OnDemand0%39%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Udemy Business0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Udemy Business0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%10
LinkedIn Learning0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
LinkedIn Learning0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 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.
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 →
0102030405060708E09
101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01360Learning38%
360Learning38%02TalentLMS19%
TalentLMS19%03Absorb LMS6%
Absorb LMS6%04GoSkills6%
GoSkills6%05LearnUpon6%
LearnUpon6%06Learn Amp4%
Learn Amp4%07Docebo2%
Docebo2%08Degreed2%
Degreed2%09EdCast2%
10LinkedIn Learning0%
LinkedIn Learning0%11Udemy Business0%
Udemy Business0%12Cornerstone OnDemand0%
Cornerstone OnDemand0%What they warned about
Three 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 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Cornerstone OnDemand39%
9 of 23 labels negative · 7 of 14 models · 2 hard negative
“Avoid pure enterprise tools (e.g., Cornerstone, full SAP SuccessFactors) unless you have a large L&D team.” Grok 4.20, paraphrase prompt
Degreed30%
11 of 37 labels negative · 7 of 14 models · 1 hard negative
“What I'd avoid: Cornerstone and Degreed unless you're a large enterprise” Kimi K2, paraphrase prompt
Docebo15%
7 of 46 labels negative · 5 of 14 models
“Some enterprise-focused LXPs (like Degreed, Docebo, and Learnerbly) are only practical for very large organizations (250+ learners) and are not cost-effective for smaller teams.” Mistral Small, negative prompt
Canvas LMS83%
5 of 6 labels negative · 4 of 14 models · 1 hard negative
“Instructure (Canvas) - Hit with privacy suits over data collection from children” Kimi K2, negative 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
75 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. 772 links across 229 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 · GoSkills51 answers · 59 citations · 12 models
vendor site · G232 answers · 59 citations · 12 models
vendor site · 360Learning21 answers · 23 citations · 10 models
15 answers · 16 citations · 9 models
vendor site · FirstHR15 answers · 16 citations · 10 models
vendor site · ProProfs Training15 answers · 16 citations · 9 models
vendor site · Skillscaravan12 answers · 16 citations · 7 models
12 answers · 12 citations · 8 models
12 answers · 12 citations · 6 models
12 answers · 12 citations · 9 models
11 answers · 13 citations · 8 models
vendor site · Docebo11 answers · 12 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.
46 answers · 12 models
21 answers · 11 models
15 answers · 10 models
12 answers · 7 models
12 answers · 8 models
12 answers · 6 models
11 answers · 8 models
11 answers · 7 models
10 answers · 9 models
10 answers · 8 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 | 38% | 310 | 2,400 | 40 | 45,896 | 8 | 3 | |
| TalentLMS talentlms.com | 19% | 421 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| Absorb absorbai.com Absorb LMS 6% | 6% | 232 | 2,900 | 34 | 16,283 | $8 | 120 | |
| GoSkills goskills.com | 6% | 169 | 1,900 | 23 | 120,277 | 120 | ||
| LearnUpon learnupon.com | 6% | 125 | 5,400 | 55 | 81,523 | 40 | 9 | |
| SC Training safetyculture.com | 6% | 51 | 590 | 825 | 466,981 | 1 | ||
| Learn Amp learnamp.com | 4% | 13 | 210 | 2 | 431 | 0 | 2 | |
| Docebo docebo.com | 2% | 360 | 9,900 | 242 | 98,677 | 15 | ||
| Degreed degreed.com | 2% | 159 | 4,400 | 939,221 | 16,835 | 11 | ||
| Moodle moodle.com | 2% | 44 | 165,000 | 2,903 | 159,371 | 0 |
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 Ampno first choiceChangedSana LearnMoodle, TalentLMSno first choiceagainst: Adobe Learning Manager, Canvas LMS, Cornerstone OnDemand, Microsoft Viva Learning, SAP SuccessFactors HCM
Three alternatives
360Learning, Absorb LMS, DoceboFive alternatives
360Learning, Cornerstone OnDemand, Degreed, LinkedIn Learning, ValamisGPT-5.4 miniLearnUpon360LearningChangedagainst: Cornerstone OnDemandDegreed360Learningno first choicenothing named
Three alternatives
360Learning, Docebo, IntellumThree alternatives
Degreed, Learn Amp, LearnUponSix alternatives
360Learning, Absorb LMS, Continu, Docebo, Learn Amp, LinkedIn LearningTwo alternatives
Udemy Business, Zoho LearnGemini 3.5 FlashWorkRampagainst: Cornerstone OnDemand, Degreed360LearningChangedDegreedSC Trainingagainst: Cornerstone/EdCast, Degreedno first choiceagainst: Degreed, EdCastnothing named
Four alternatives
360Learning, Absorb LMS, Continu, DoceboFour alternatives
Degreed, Docebo, LearnUpon, LearnerblySeven alternatives
360Learning, Absorb LXP, Disprz, Docebo, EdCast, LinkedIn Learning, MittiFive alternatives
360Learning, Coassemble, GoSkills, Moodle, TalentLMSFour alternatives
360Learning, Absorb LMS, Continu, DoceboPerplexity SonarThinkific360LearningChangedagainst: DegreedDegreedTalentLMSno first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, Learnerbly, Udemy Business
Three alternatives
Absorb LMS, Docebo, TalentLMSTwo alternatives
Docebo, LearnUponTen alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, Coursera for Business, Docebo, EdCast, Learn Amp, LinkedIn Learning, TalentLMS, Udemy BusinessFour alternatives
GoSkills, Moodle, ProProfs Training Maker, iSpring LearnGrok 4.20Absorb LMSagainst: Coursera for Business360LearningChangedagainst: Cornerstone OnDemand, Degreed, SAP SuccessFactors LearningDegreedagainst: SAP SuccessFactors LearningTalentLMSagainst: Absorb LMS, Canvas LMS, Docebo, Google Classroomno first choiceagainst: 1Training, Coursera for Business, Docebo, Khan Academy, LinkedIn Learning, Skillshare, Udemy Business
Three alternatives
Docebo, LearnUpon, TalentLMSThree alternatives
Absorb LMS, Docebo, GoSkillsSix alternatives
360Learning, Adobe Learning Manager, Coursera for Business, LinkedIn Learning, TalentLMS, Workday LearningFour alternatives
Coassemble, Moodle, Thinkific, iSpring LearnMistral Small360Learning, TalentLMS360Learning, EdCastChangedno first choiceGoSkills, TalentLMSno first choiceagainst: Degreed, Docebo, Learnerbly
Two alternatives
Absorb LMS, GoSkillsThree alternatives
Absorb LMS, Degreed, Udemy BusinessTwo alternatives
Absorb LMS, iSpring Learn LMSDeepSeek V4 Flash360Learning360LearningHeldDegreedSC Trainingno first choiceagainst: D2L Brightspace, Leapsome, Mitratech Learn, SAP SuccessFactors HCM
Three alternatives
Absorb LMS, Docebo, LearnUponSix alternatives
Absorb LMS, Docebo, Learn Amp, LearnUpon, Thirst, Udemy BusinessFive alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, Docebo, LinkedIn LearningFour alternatives
360Learning, GoSkills, Moodle, TalentLMSLlama 4 MaverickLearn Ampno first choiceChangedno first choiceTalentLMSno first choiceagainst: GetSmarter, Learnbay, Shaw Academy, SkillsShare
Four alternatives
360Learning, Absorb LMS, Degreed, GoSkillsQwen 3.7 FlashAbsorb LMSDoceboChangedCornerstone OnDemand, DegreedGoSkillsagainst: Cornerstone OnDemand, Degreedno first choiceagainst: Adobe Learn, SAP SuccessFactors Learningagainst: Leapsome, Oracle Learning, SAP SuccessFactors Learning, Workday Learning
Four alternatives
Degreed, Docebo, Learn Upon, TalentLMSTwo alternatives
360Learning, BridgeThree alternatives
360Learning, Docebo, LinkedIn LearningThree alternatives
360Learning, Learn Amp, MittiKimi K2360Learning360Learning, LearnUponChangedagainst: Cornerstone OnDemand, Degreed, DoceboDegreedSC Trainingagainst: Cornerstone OnDemand, Degreed, Docebono first choiceagainst: Absorb LMS, Sana Learnagainst: Canvas LMS, Cornerstone OnDemand, EdCast, Edmodo, Litmos, i-Ready/Curriculum Associates
Three alternatives
Docebo, LearnUpon, TalentLMSTwo alternatives
Absorb LMS, ContinuSix alternatives
360Learning, Cornerstone OnDemand, Coursera for Business, Docebo, LinkedIn Learning, Udemy BusinessFour alternatives
360Learning, GoSkills, Mitti, TalentLMSGLM 4.7 FlashX360Learning360LearningHeldArticulate 360TalentLMSno first choiceagainst: Leapsome, SAP SuccessFactors HCM
Four alternatives
Absorb LMS, Docebo, TalentLMS, iSpring LearnTwo alternatives
Degreed, DoceboSeven alternatives
360Learning, Absorb LMS, Adobe Learning Manager, Degreed, Docebo, Go1, SC TrainingTwo alternatives
GoSkills, MoodleMiniMax M2.5Absorb LMS, LearnUponDegreedChangedDegreedGoSkills, TalentLMSno first choicenothing named
Three alternatives
360Learning, Adobe Learning Manager, DoceboThree alternatives
360Learning, Absorb LMS, EdCastSeven alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, Docebo, EdCast, Go1, LinkedIn LearningThree alternatives
360Learning, Connecteam, MoodleGPT-6 Luna360Learning360LearningHeldDegreed360Learningno first choiceagainst: Cornerstone Learning Experience / EdCast, D2L Brightspace
Three alternatives
Absorb LMS, Degreed, DoceboOne alternative
DoceboSeven alternatives
360Learning, Cornerstone OnDemand, Docebo, LinkedIn Learning, Sana Learn, Skillsoft Percipio, Workday LearningOne alternative
Microsoft Viva LearningMuse Glimmer 30B360Learning360Learning, BridgeChangedagainst: Degreed, DoceboDegreedTalentLMSagainst: Moodleno first choiceagainst: Canvas LMS, Coursera for Business, Juno Journey, Leapsome, SAP SuccessFactors HCM
Five alternatives
Absorb LMS, Docebo, Learn Amp, LearnUpon, TalentLMSOne alternative
GoSkillsThree alternatives
360Learning, Cornerstone OnDemand, LinkedIn LearningFive alternatives
360Learning, Connecteam, GoSkills, Mitti, ProProfs Training MakerBold 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 08:40 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:54 | yes | 2 | 7 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 11:08 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:31 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 10 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:06 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 21 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:23 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | yes | 5 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:47 | yes | 10 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:43 | yes | 14 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:33 | yes | 5 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:29 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:55 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:39 | yes | 3 | 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 10:35 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:11 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 12 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:50 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:17 | yes | 22 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:24 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:39 | yes | 8 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 15 | 74 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:17 | yes | 20 | 74 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:50 | yes | 5 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:02 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:41 | yes | 12 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:41 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:49 | yes | 4 | 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 12:10 | yes | 3 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:52 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 5 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:05 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 24 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:26 | yes | 10 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:28 | yes | 15 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | yes | 17 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:30 | yes | 23 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:58 | yes | 9 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:02 | yes | 24 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:46 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:10 | yes | 3 | 4 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 10:53 | yes | 10 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 5 | 29 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:14 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:52 | yes | 25 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:01 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:38 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:06 | yes | 9 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:59 | yes | 15 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:09 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:44 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:09 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:02 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:57 | no | 0 | 10 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 09:26 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:17 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:52 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:43 | yes | 18 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:05 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:22 | yes | 10 | 60 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:06 | yes | 14 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:54 | yes | 25 | 180 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:10 | no | 0 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:21 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:25 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:15 | yes | 4 | 6 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 12:06 | yes | 11 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:48 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:47 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:32 | yes | 22 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:09 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:07 | yes | 10 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:07 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:06 | yes | 10 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:43 | no | 0 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:44 | yes | 3 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:54 | yes | 14 | 25 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
Absorb (Absorb Infuse) read as Absorb LMS
Canvas read as Canvas LMS
CornerStone read as Cornerstone OnDemand
Cornerstone read as Cornerstone OnDemand
Cornerstone (EdCast) read as Cornerstone OnDemand
Cornerstone (with EdCast) read as Cornerstone OnDemand
Coursera read as Coursera for Business
EdApp read as SC Training
EdApp (SC Training) read as SC Training
EdApp (now SafetyCulture Training) read as SC Training
EdApp by SafetyCulture read as SC Training
Oracle read as Oracle Learning
SAP Litmos read as Litmos
SAP SuccessFactors read as SAP SuccessFactors Learning
Sana Labs read as Sana Learn
Tovuti read as Tovuti LMS
Workday read as Workday Learning
iSpring LMS read as iSpring Learn
Unresolved, counted raw
1Training
Absorb LXP
Adobe Learn
Cornerstone Learning Experience / EdCast
Harvard ManageMentor
Learn Upon
Mitratech Learn
Skills Caravan LXP
SkillsShare
i-Ready/Curriculum Associates
Discontinued, still offered
No shut-down product was recommended here.