Learning experience platforms for small business buyers
Asked as “learning experience platform”, and as “LXP”, on behalf of a small B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
50GoSkills22TalentLMS11360Learning17others
50% of first choices, clear leader.
Since September 2026▼−4Since September 2026: 57% → 52%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.GoSkills held the lead, −4 points on 57%, 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
GoSkills50%Clear leader▼−4Since September 2026: 57% → 52%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →EnterpriseDocebo40%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01GoSkills50%4%50endorsed leader▼−4Since September 2026: 57% → 52%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.57% → 52%
GoSkills50%4%50endorsed leader▼−4Since September 2026: 57% → 52%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.57% → 52%02
TalentLMS22%2%46accepted challenger▲+2Since September 2026: 16% → 18%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 18%
TalentLMS22%2%46accepted challenger▲+2Since September 2026: 16% → 18%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 18%03360Learning11%7%46accepted challenger▲+1Since September 2026: 9% → 10%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 10%
360Learning11%7%46accepted challenger▲+1Since September 2026: 9% → 10%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 10%04
LearnWorlds4%5%19accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 5%
LearnWorlds4%5%19accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 5%05
SC Training2%0%18accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
SC Training2%0%18accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%06
Thinkific2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Thinkific2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%07
Absorb LMS2%58%12criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Absorb LMS2%58%12criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
10
Cornerstone OnDemand0%96%24criticized 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%96%24criticized 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
Degreed0%95%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Degreed0%95%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11Docebo0%90%30criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Docebo0%90%30criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%08
Moodle0%30%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Moodle0%30%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01GoSkills50%
GoSkills50%02TalentLMS22%
TalentLMS22%03360Learning11%
360Learning11%04LearnWorlds4%
LearnWorlds4%05SC Training2%
SC Training2%06Thinkific2%
Thinkific2%07Absorb LMS2%
Absorb LMS2%08Moodle0%
Moodle0%09Degreed0%
Degreed0%10Cornerstone OnDemand0%
Cornerstone OnDemand0%11Docebo0%
Docebo0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Kimi K2, 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.
Docebo90%
27 of 30 labels negative · 14 of 14 models · 17 hard negative
“**77 % negative sentiment** in the HR-AI Index; AI explicitly said "small businesses should avoid or be cautious about enterprise-focused platforms with high minimums."” GLM 4.7 FlashX, negative prompt
Cornerstone OnDemand96%
23 of 24 labels negative · 12 of 14 models · 16 hard negative
“Small businesses should avoid or be cautious about enterprise-focused platforms with high minimums (Degreed, Cornerstone, Docebo, etc.)” Muse Glimmer 30B, paraphrase prompt
Degreed95%
20 of 21 labels negative · 10 of 14 models · 14 hard negative
“**Enterprise-only platforms to skip** at your size: Degreed, Docebo (enterprise tier), Cornerstone \u2014 typically overpriced and overkill.” DeepSeek V4 Flash, scale prompt
Skillsoft Percipio100%
7 of 7 labels negative · 7 of 14 models · 7 hard negative
“"Many flagship LXPs (Degreed, Cornerstone, Docebo, Skillsoft) are quote-only... Resist the enterprise flagship platforms"” Muse Glimmer 30B, 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. 1001 links across 196 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 · GoSkills60 answers · 112 citations · 13 models
vendor site · G240 answers · 64 citations · 13 models
35 answers · 35 citations · 11 models
34 answers · 35 citations · 11 models
vendor site · 360Learning29 answers · 35 citations · 10 models
29 answers · 31 citations · 12 models
vendor site · FirstHR28 answers · 45 citations · 10 models
vendor site · LearnWorlds25 answers · 36 citations · 9 models
25 answers · 27 citations · 9 models
vendor site · TalentLMS23 answers · 38 citations · 11 models
18 answers · 27 citations · 9 models
17 answers · 17 citations · 9 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.
54 answers · 12 models
35 answers · 11 models
30 answers · 10 models
26 answers · 10 models
22 answers · 10 models
20 answers · 8 models
18 answers · 9 models
18 answers · 10 models
17 answers · 7 models
16 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 |
|---|---|---|---|---|---|---|---|---|
| GoSkills goskills.com | 50% | 141 | 1,900 | 23 | 120,277 | 120 | ||
| TalentLMS talentlms.com | 22% | 348 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| 360Learning 360learning.com | 11% | 266 | 2,400 | 40 | 45,896 | 8 | 3 | |
| LearnWorlds learnworlds.com | 4% | 83 | 5,400 | 67 | 27,442 | $51 | 69 | |
| SC Training safetyculture.com | 2% | 53 | 590 | 825 | 466,981 | 1 | ||
| Thinkific thinkific.com | 2% | 95 | 22,200 | 301 | 262,041 | 39 | ||
| Thirst thirst.io | 2% | 5 | ||||||
| Allego allego.com | 2% | 2 | 5,400 | 58 | 12,354 | $883 | 29 | |
| LinkedIn linkedin.com LinkedIn Learning 2% | 2% | 214 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | 3 |
| Absorb absorbai.com Absorb LMS 2% | 2% | 223 | 2,900 | 34 | 16,283 | $8 | 120 |
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 small B2B company?”Paraphrase“Which LXP would you recommend to a small business that sells to other businesses?”Comparative“What are the top learning experience platforms for a small team and how do they differ?”Budget-constrained“What is the best learning experience platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a learning experience platform. What should we look at?”Negative“Which learning experience platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Thirstno first choiceChangedThirstGoSkillsno first choiceagainst: 360Learning, Adobe Learning Manager, Axonify, Canvas LMS, Cornerstone OnDemand, D2L, Docebo
Five alternatives
360Learning, GoSkills, Litmos, TalentLMS, eloomiFour alternatives
Continu, GoSkills, SC Training, eloomiFour alternatives
360Learning, FreshLearn, Moodle, TalentLMSGPT-5.4 miniTalentLMS360LearningChanged360LearningTalentLMSagainst: Docebono first choicenothing named
Three alternatives
Docebo, Trainual, Zoho LearnThree alternatives
GoSkills, LearnWorlds, Udemy BusinessThree alternatives
Cornerstone OnDemand, Docebo, eloomiOne alternative
360Learning Team PlanGemini 3.5 Flash360LearningLearnWorldsChangedagainst: Cornerstone OnDemand, Degreed, Docebo, Skilljar360Learning, GoSkillsagainst: Cornerstone OnDemand, DegreedSC Trainingagainst: Degreed, Docebo, EdCast360Learningagainst: Cornerstone OnDemand, Degreed, Doceboagainst: Cornerstone OnDemand, Degreed, Docebo, Microsoft Viva Learning, Valamis
Five alternatives
Continu, Learn Amp, Skilljar, TalentLMS, ThinkificTwo alternatives
LearnUpon, TalentLMSThree alternatives
Continu, GroupApp, TalentLMSThree alternatives
360Learning, GoSkills, TalentLMSFive alternatives
Continu, GoSkills, Loom, Notion, Sana LearnPerplexity SonarGoSkillsGoSkillsHeldGoSkillsTalentLMSagainst: Connecteam, Forma LMS, Zoho Learnno first choiceagainst: Absorb LMS, Docebo, LearnWorlds, Litmos, Moodle
Two alternatives
LearnWorlds, TalentLMSTwo alternatives
Litmos, TalentLMSFour alternatives
Learn Amp, LinkedIn Learning, TalentLMS, ThinkificThree alternatives
FreshLearn, GoSkills, MoodleGrok 4.1 FastGoSkillsGoSkillsHeldGoSkillsTalentLMSagainst: Google Classroom, MoodleAbsorb LMSagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, Kajabi, Learnerbly, Skillsoft Percipio, Udemy Business
Two alternatives
LearnWorlds, TalentLMSTwo alternatives
360Learning, TalentLMSFour alternatives
360Learning, Coassemble, SC Training, iSpring LearnTwo alternatives
ProProfs Training Maker, Zoho LearnTwo alternatives
Go1, LearnUponMistral SmallGoSkillsAllegoChangedGoSkillsagainst: Absorb LMSGoSkillsno first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, GoSkills, Learnerbly, Skillsoft Percipio
Two alternatives
LearnWorlds, ThinkificFour alternatives
360Learning, GoSkills, Mindtickle, SalesHoodFour alternatives
360Learning, Continu, SC Training, TalentLMSTwo alternatives
Moodle, TalentLMSDeepSeek V4 FlashGoSkillsagainst: Cornerstone OnDemand, DegreedGoSkillsHeldagainst: Skilljar, WorkRampGoSkillsagainst: Degreed, DoceboGoSkillsagainst: Absorb LMS, Docebo, LinkedIn Learning360Learning, GoSkillsagainst: Cornerstone OnDemand, Degreed, Doceboagainst: 360Learning, Cornerstone OnDemand, Degreed, Docebo, Fuel50, GoSkills, Kajabi, Learnerbly, LinkedIn Learning, Skillsoft Percipio, Udemy Business
One alternative
360LearningTwo alternatives
360Learning, TalentLMSTwo alternatives
360Learning, SC TrainingTwo alternatives
360Learning, TalentLMSTwo alternatives
HowNow, SC TrainingLlama 4 Maverickno first choiceGoSkillsChangedno first choiceGoSkillsno first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, Kajabi, Skillsoft Percipio, Udemy Business
Three alternatives
360Learning, SC Training, TalentLMSThree alternatives
LearnWorlds, SkyPrep, TalentLMSQwen 3.7 FlashGoSkillsGoSkillsHeldGoSkillsagainst: Cornerstone OnDemand, DoceboGoSkillsagainst: Cornerstone OnDemand, EdCastno first choiceagainst: Absorb LMS, Blackboard, Canvas LMS, Cornerstone OnDemand, D2L Brightspace, Litmos, Monday.com, Moodle.org, Oracle Cloud LMS, SAP SuccessFactors Learning, Slack, TalentLMS, Workday Learning, Zoho People
Three alternatives
Absorb LMS, LearnWorlds, TalentLMSTwo alternatives
LearnWorlds, TrainualFive alternatives
Absorb LMS, LearnDash, TalentLMS, Teachable, ThinkificThree alternatives
360Learning, GroupApp, SC TrainingKimi K2GoSkillsagainst: Cornerstone OnDemand, DegreedTalentLMS, ThinkificChangedagainst: DoceboGoSkillsagainst: Cornerstone OnDemand, Degreed, Docebo, LearnUponTalentLMSagainst: Absorb LMS, Docebono first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, Learnerbly, Skillsoft Percipio
Two alternatives
360Learning, SC TrainingTwo alternatives
360Learning, LearnWorldsFive alternatives
360Learning, Continu, SC Training, TalentLMS, iSpring LearnFour alternatives
360Learning, GroupApp, Moodle, TalentCardsGLM 4.7 FlashXGoSkillsGoSkillsHeldGoSkillsagainst: 7Learnings, DoceboTalentLMSno first choiceagainst: 360Learning, Absorb LMS, Coassemble, Connecteam, Cornerstone OnDemand, Coursera for Business, D2L Brightspace, Degreed, Docebo, Mighty Networks, Mitti, SAP SuccessFactors HCM, Schoox, Skillsoft Percipio, Udemy Business, Zoho Learn
Five alternatives
360Learning, Connecteam, LearnWorlds, TalentLMS, Zoho LearnThree alternatives
360Learning, SC Training, TalentLMSTwo alternatives
360Learning, TalentLMSThree alternatives
360Learning, GoSkills, ProProfs Training MakerMiniMax M2.5GoSkillsagainst: TeachableLearnWorldsChangedagainst: TeachableTalentLMSagainst: DoceboGoSkills, LinkedIn Learningno first choiceagainst: SAP SuccessFactors Learningagainst: Absorb LMS, Cornerstone OnDemand, Degreed, Docebo, Kajabi, Mitti, Moodle, SAP SuccessFactors Learning, Udemy Business
Two alternatives
LearnWorlds, ThinkificOne alternative
ThinkificTwo alternatives
360Learning, LearnWorldsOne alternative
ContinuGPT-6 Luna360LearningTalentLMSChangedagainst: LearnUpon360Learningagainst: LearnUponTalentLMSno first choiceagainst: Cornerstone OnDemand, Degreed, Docebo
One alternative
TalentLMSOne alternative
360LearningThree alternatives
GoSkills, Sana Learn, TalentLMSOne alternative
360LearningMuse Glimmer 30BTalentLMSagainst: DoceboGoSkillsChangedagainst: Cornerstone OnDemand, Degreed, DoceboGoSkillsGoSkillsno first choiceagainst: Axonify, Cornerstone OnDemand, Degreed, Docebo, Fuel50, Kajabi, Learnerbly, Skillsoft Percipio, Udemy Business
Two alternatives
Academy of Mine, LearnWorldsTwo alternatives
360Learning, TalentLMSTwo alternatives
360Learning, SC TrainingOne alternative
TalentLMSBold 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 08:08 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:03 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:58 | yes | 15 | 40 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:45 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:59 | yes | 19 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:06 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:06 | yes | 20 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:29 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:57 | yes | 10 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:37 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:17 | yes | 13 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:09 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:49 | yes | 2 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:20 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:07 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:21 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:16 | yes | 20 | 59 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:30 | yes | 19 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:58 | yes | 16 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:14 | yes | 13 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:06 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:25 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:00 | yes | 10 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:06 | yes | 19 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:31 | yes | 12 | 87 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:16 | yes | 8 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:11 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:16 | yes | 16 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:00 | yes | 16 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:45 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:00 | yes | 15 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:56 | yes | 17 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:50 | yes | 16 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:21 | yes | 11 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:10 | yes | 19 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:02 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:26 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:25 | yes | 18 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:55 | yes | 21 | 77 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:36 | yes | 13 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:50 | yes | 5 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:57 | yes | 19 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:24 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:29 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:18 | yes | 16 | 61 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:10 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:44 | yes | 16 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:00 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:19 | yes | 21 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:04 | yes | 7 | 6 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:36 | yes | 9 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:12 | yes | 15 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:23 | yes | 24 | 89 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:55 | yes | 5 | 8 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:50 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:26 | yes | 19 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:22 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:17 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:14 | yes | 19 | 77 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:54 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:24 | yes | 17 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:20 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:46 | yes | 20 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:49 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:27 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:58 | yes | 15 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:11 | yes | 19 | 98 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:16 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:42 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:30 | yes | 21 | 37 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:19 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:21 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:14 | yes | 35 | 58 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:44 | yes | 22 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:44 | yes | 17 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:17 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:49 | yes | 16 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:03 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:55 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:59 | yes | 22 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:36 | yes | 19 | 95 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | yes | 8 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:07 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:53 | yes | 16 | 35 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 (Instructure) read as Canvas LMS
Cornerstone read as Cornerstone OnDemand
EdApp read as SC Training
SAP SuccessFactors read as SAP SuccessFactors Learning
Sana read as Sana Learn
Skillsoft read as Skillsoft Percipio
Skillsoft (Percipio) read as Skillsoft Percipio
Unresolved, counted raw
360Learning Team Plan
7Learnings
D2L
Moodle.org (Community Version)
Oracle Cloud LMS
Discontinued, still offered
No shut-down product was recommended here.