Index › HR › Learning and development › Learning experience plat › Small business · November 2026 Edition
Learning experience platforms for small business buyers
Asked as “learning experience platform”, and as “LXP”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
34%
Contested · GoSkills 26%
34TalentLMS26GoSkills14360Learning26others
34% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: TalentLMS (34%) replaces GoSkills (50% then, 26% now), 8 points clear, inside the 13-point floor.TalentLMS leads at 34%, replacing GoSkills, which led at 50% and stands at 26% now: 8 points clear, inside the floor, so the swap reads as unsettled. The verdict moved from clear leader to contested.
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.This pageMid-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.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.This pageMid-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.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 October 2026
01TalentLMS34%2%50endorsed leader▲+12Since October 2026: 22% → 34%, +12 points. Inside the 13-point floor: within noise.22% → 34%
TalentLMS34%2%50endorsed leader▲+12Since October 2026: 22% → 34%, +12 points. Inside the 13-point floor: within noise.22% → 34%02
GoSkills26%4%47accepted challenger▼−24Since October 2026: 50% → 26%, −24 points. Past the 13-point floor: movement.50% → 26%
GoSkills26%4%47accepted challenger▼−24Since October 2026: 50% → 26%, −24 points. Past the 13-point floor: movement.50% → 26%03360Learning14%9%53accepted challenger▲+3Since October 2026: 11% → 14%, +3 points. Inside the 13-point floor: within noise.11% → 14%
360Learning14%9%53accepted challenger▲+3Since October 2026: 11% → 14%, +3 points. Inside the 13-point floor: within noise.11% → 14%04
Udemy Business6%8%12accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise.0% → 6%
Udemy Business6%8%12accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise.0% → 6%05
SC Training4%0%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
SC Training4%0%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%06
LearnWorlds2%6%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
LearnWorlds2%6%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%07Docebo2%68%38criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Docebo2%68%38criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
12
Cornerstone OnDemand0%95%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Cornerstone OnDemand0%95%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Degreed0%86%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Degreed0%86%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
LinkedIn Learning0%17%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
LinkedIn Learning0%17%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%10
Thinkific0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Thinkific0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%09
Mitti0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Mitti0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
Moodle0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Moodle0%0%11accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01TalentLMS34%
TalentLMS34%02GoSkills26%
GoSkills26%03360Learning14%
360Learning14%04Udemy Business6%
Udemy Business6%05SC Training4%
SC Training4%06LearnWorlds2%
LearnWorlds2%07Docebo2%
Docebo2%08Moodle0%
Moodle0%09Mitti0%
Mitti0%10Thinkific0%
Thinkific0%11LinkedIn Learning0%
LinkedIn Learning0%12Cornerstone OnDemand0%
Cornerstone OnDemand0%13Degreed0%
Degreed0%What they warned about
One 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, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Docebo68%
26 of 38 labels negative · 12 of 14 models · 11 hard negative
“Examples: Docebo, Degreed, Cornerstone, and some configurations of Skillsoft Percipio are typically quote-only and positioned for much larger employers.” Mistral Small, negative prompt
Degreed86%
24 of 28 labels negative · 12 of 14 models · 10 hard negative
“Platforms to Avoid (Enterprise-Only) | Degreed | Quote-only pricing, starts at "low four-figures per thousand users," built exclusively for large enterprises” Kimi K2, negative prompt
Cornerstone OnDemand95%
19 of 20 labels negative · 8 of 14 models · 8 hard negative
“it is sold through complex enterprise sales processes. Small businesses rarely get the dedicated support needed” Qwen 3.7 Flash, negative prompt
Fuel50100%
5 of 5 labels negative · 5 of 14 models · 1 hard negative
“these are quote-only platforms that are generally better suited for larger organizations” Qwen 3.7 Flash, 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
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. 809 links across 183 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 · G245 answers · 83 citations · 11 models
vendor site · GoSkills44 answers · 70 citations · 12 models
vendor site · FirstHR34 answers · 41 citations · 12 models
22 answers · 42 citations · 10 models
19 answers · 24 citations · 8 models
19 answers · 23 citations · 9 models
vendor site · Cezanne HR18 answers · 18 citations · 8 models
vendor site · TalentLMS15 answers · 20 citations · 8 models
vendor site · LearnWorlds14 answers · 20 citations · 8 models
14 answers · 14 citations · 7 models
vendor site · Thirst13 answers · 15 citations · 6 models
vendor site · 360Learning11 answers · 12 citations · 5 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.
32 answers · 11 models
30 answers · 12 models
27 answers · 10 models
18 answers · 8 models
17 answers · 7 models
15 answers · 7 models
13 answers · 9 models
11 answers · 7 models
11 answers · 8 models
10 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| TalentLMS talentlms.com | 34% | 421 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| GoSkills goskills.com | 26% | 169 | 1,900 | 23 | 120,277 | 120 | ||
| 360Learning 360learning.com | 14% | 310 | 2,400 | 40 | 45,896 | 8 | 3 | |
| Udemy Business udemy.com | 6% | 235 | 8,100 | 71 | 1,600,745 | $94 | 111 | |
| SC Training safetyculture.com | 4% | 51 | 590 | 825 | 466,981 | 1 | ||
| LearnWorlds learnworlds.com | 2% | 65 | 5,400 | 67 | 27,442 | $51 | 69 | |
| ProProfs proprofstraining.com ProProfs Training Maker 2% | 2% | 30 | 170 | 1 | 39,341 | 0 | ||
| Thirst thirst.io | 2% | 9 | ||||||
| Trainual trainual.com | 2% | 107 | 22,200 | 94 | 40,498 | 10 | ||
| Litmos litmos.com | 2% | 20 | 8,100 | 143 | 7,774 | 32 |
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 choiceChangedThirstProProfs Training Maker, TalentLMSno first choiceagainst: 360Learning, Axonify, D2L Brightspace, Degreed, LinkedIn Learning
Two alternatives
GoSkills, TalentLMSTwo alternatives
GoSkills, TalentLMSTwo alternatives
Google Classroom, MoodleGPT-5.4 miniTrainualAbsorb LMSChanged360Learning, LearnUponagainst: Docebo360Learningno first choiceagainst: Absorb LMS, Docebo, Leapsome, SAP SuccessFactors HCM, Thought Industries
Four alternatives
Juno Journey, Mitti, Rippling, Udemy BusinessThree alternatives
Coursera for Business, Udemy Business, go4clicThree alternatives
Continu, Degreed, FuseThree alternatives
Rippling, Trainual, Zoho LearnGemini 3.5 Flash360Learningagainst: Degreed, DoceboTalentLMSChanged360Learning, TalentLMSagainst: Cornerstone OnDemand, Degreed, Docebo, EdCastTalentLMSagainst: Degreed, Valamis360Learningagainst: Cornerstone OnDemand, Degreed, EdCastagainst: Cornerstone OnDemand, Degreed, Docebo, EdCast, Oracle Fusion Cloud HCM, SAP SuccessFactors Learning, Workday Learning
Four alternatives
GoSkills, LearnWorlds, TalentLMS, WorkRampThree alternatives
360Learning, LearnUpon, LearnWorldsThree alternatives
Coassemble, Continu, GoSkillsFour alternatives
360Learning, GoSkills, SC Training, Zoho LearnThree alternatives
Coassemble, TalentLMS, WorkRampPerplexity SonarTalentLMSagainst: Adobe Learning Manager, Docebo360LearningChangedagainst: GoSkills360Learningagainst: Skillsoft PercipioTalentLMSagainst: Absorb LMS, Degreed, Docebono first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, GoSkills, Learnerbly, LinkedIn Learning
Four alternatives
360Learning, GoSkills, LearnWorlds, ProProfs Training MakerTwo alternatives
Docebo, LearnUponFive alternatives
GoSkills, Learn Amp, LearnWorlds, LinkedIn Learning, TalentLMSThree alternatives
Coassemble, GoSkills, MoodleGrok 4.20GoSkillsagainst: Adobe Learning Manager, Degreed, Docebo, SAP SuccessFactors LearningUdemy BusinessChangedagainst: 360Learning, DoceboGoSkillsagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50TalentLMSagainst: 360Learning, Cornerstone OnDemand, Docebono first choiceagainst: Adobe Learning Manager, Cornerstone OnDemand, Docebo, SAP SuccessFactors Learning, TalentLMS, UKG Pro, Udemy Business
Five alternatives
360Learning, FreshLearn, SC Training, Thinkific, Udemy BusinessThree alternatives
Coursera for Business, GroupApp, LeapsomeThree alternatives
360Learning, TalentLMS, TrainualFour alternatives
Coassemble, GoSkills, Moodle, SC TrainingFive alternatives
360Learning, Docebo, GoSkills, LinkedIn Learning, TalentLMSMistral SmallGoSkills, Udemy BusinessGoSkillsChangedSC TrainingGoSkills, TalentLMSno first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, Skillsoft Percipio
Two alternatives
LearnWorlds, ThinkificFour alternatives
360Learning, Articulate 360, Docebo, TalentLMSOne alternative
MoodleDeepSeek V4 FlashTalentLMS360LearningChangedTalentLMSagainst: Cornerstone OnDemand, Degreed, DoceboGoSkillsno first choiceagainst: Cornerstone OnDemand, Degreed, Thirstagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, Learnerbly, Skillsoft Percipio, Tovuti LMS
Two alternatives
360Learning, LearnWorldsThree alternatives
GoSkills, LearnUpon, TalentLMSFour alternatives
360Learning, GoSkills, Leapsome, SC TrainingTwo alternatives
360Learning, TalentLMSSix alternatives
360Learning, Continu, LearnUpon, LinkedIn Learning, Sana Learn, ThriveLlama 4 MaverickGoSkillsGoSkillsHeldTalentLMSTalentLMSno first choiceagainst: Docebo, LearnWorlds
Five alternatives
360Learning, Careervira LXP, Leapsome, Motivace, TalentLMSTwo alternatives
GoSkills, WorkademyThree alternatives
Connecteam, Coursebox, GoSkillsQwen 3.7 FlashGoSkillsSpekitChangedagainst: Cornerstone OnDemand, DoceboSC Trainingagainst: Cornerstone OnDemand, Degreed, Skillsoft PercipioSC Trainingno first choiceagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, Learnerbly, Skillsoft Percipio
Two alternatives
360Learning, Udemy BusinessThree alternatives
Allego, Coursera for Business, GoSkillsThree alternatives
360Learning, Absorb LMS, Go1One alternative
ChamiloKimi K2GoSkillsagainst: Cornerstone OnDemand, Degreed, Docebo360LearningChangedGoSkillsGoSkills, TalentLMSno first choiceagainst: Cornerstone OnDemand, Degreed, EdCastagainst: 360Learning, Circle, Cornerstone OnDemand, Degreed, Docebo, Mighty Networks, Thinkific, Trainual, iSpring Learn
Three alternatives
360Learning, TalentLMS, ThirstFour alternatives
Absorb LMS, FreshLearn, GoSkills, LearnUponThree alternatives
360Learning, HowNow, SC TrainingThree alternatives
360Learning, Mitti, SC TrainingSix alternatives
360Learning, Docebo, GoSkills, Tovuti LMS, Trainn, WorkRampGLM 4.7 FlashXGoSkillsUdemy BusinessChangedSC Training, TalentLMSagainst: Articulate 360TalentLMSno first choiceagainst: 360Learning, Degreed, Docebo, EdCast, Leapsome, LemonadeLXP, Mitti, Totara
Four alternatives
360Learning, Learnerbly, Mitti, ThirstTwo alternatives
Coursera for Business, JunoThree alternatives
360Learning, CYPHER Learning, ThinkificThree alternatives
GoSkills, Moodle, ProProfs Training MakerMiniMax M2.5GoSkillsno first choiceChangedGoSkillsagainst: DegreedSC Training, TalentLMSDocebo, Litmos, TalentLMSnothing named
Five alternatives
Articulate 360, Connecteam, Coursera for Business, LearnWorlds, Udemy BusinessFour alternatives
360Learning, Connecteam, SC Training, TalentLMSTwo alternatives
360Learning, MoodleGPT-6 LunaTalentLMS360LearningChanged360LearningTalentLMSno first choiceagainst: Cornerstone/EdCast, Degreed, Docebo, LearnUpon
One alternative
360LearningOne alternative
TalentLMSThree alternatives
Coursera for Business, TalentLMS, Udemy BusinessOne alternative
360LearningMuse Glimmer 30BTalentLMSGoSkills, LearnWorldsChangedGoSkillsagainst: DoceboTalentLMSagainst: Cornerstone OnDemand, Degreed, Docebo, Fuel50, Learnerblyno first choiceagainst: Adobe Learning Manager, Cornerstone OnDemand, Degreed, Docebo, SAP SuccessFactors HCM
Six alternatives
360Learning, Connecteam, LearnWorlds, Udemy Business, Zoho Learn, iSpring LearnTwo alternatives
360Learning, HowNowThree alternatives
360Learning, Degreed, TalentLMSFour alternatives
360Learning, GoSkills, HowNow, 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.
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 10:22 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:51 | yes | 2 | 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 11:54 | yes | 8 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:10 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 9 | 42 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 24 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:43 | yes | 24 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:37 | yes | 5 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:46 | yes | 14 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:36 | yes | 13 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:49 | yes | 8 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:09 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:11 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:40 | yes | 2 | 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 09:08 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:21 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:26 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:29 | yes | 25 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:15 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:06 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:26 | yes | 18 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:55 | yes | 17 | 185 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | no | 0 | 11 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:22 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:47 | yes | 21 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:44 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:31 | yes | 4 | 10 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 11:15 | yes | 9 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:55 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 9 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:26 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:35 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:40 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:28 | yes | 13 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:18 | yes | 25 | 266 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:40 | yes | 10 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:10 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:22 | yes | 22 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:10 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:43 | yes | 3 | 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 12:01 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:57 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:34 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 24 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:14 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:39 | yes | 14 | 52 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:10 | yes | 9 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:37 | yes | 24 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:14 | yes | 10 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:03 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:14 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:51 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:14 | 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 12:32 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:08 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 28 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:54 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:11 | yes | 25 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:47 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:51 | yes | 10 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:53 | yes | 9 | 67 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:28 | yes | 10 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:24 | yes | 5 | 47 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:27 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:15 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:01 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:30 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:20 | yes | 11 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:01 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 24 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:32 | yes | 22 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:01 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:30 | yes | 5 | 16 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:00 | yes | 24 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:50 | yes | 21 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:23 | yes | 9 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:22 | yes | 3 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:22 | yes | 23 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Absorb read as Absorb LMS
Cornerstone read as Cornerstone OnDemand
Cornerstone (EdCast) read as Cornerstone OnDemand
Cornerstone (OnDemand / EdCast) read as Cornerstone OnDemand
EdApp read as SC Training
EdApp (SC Training) read as SC Training
EdApp (SafetyCulture Training) read as SC Training
EdApp (by SafetyCulture) read as SC Training
ProProfs read as ProProfs Training Maker
SAP Litmos read as Litmos
SAP SuccessFactors read as SAP SuccessFactors Learning
SafetyCulture Training read as SC Training
SafetyCulture Training (formerly EdApp) read as SC Training
Sana read as Sana Learn
Skillsoft read as Skillsoft Percipio
Skillsoft (Percipio) read as Skillsoft Percipio
Skillsoft (Teams / Percipio) read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Computerworld
Motivace
Showpad
Totara with BuildEmpire
Trainn
go4clic
Discontinued, still offered
No shut-down product was recommended here.