Index › HR › Learning and development › Online course libraries › Enterprise · November 2026 Edition
Online course libraries for enterprise buyers
Asked as “online course library for employees”, and as “corporate training content subscription”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
28%
Contested · LinkedIn Learning 20%
28Udemy Business20LinkedIn Learning18Coursera for Business34others
28% of first choices, contested.
Since October 2026▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.Udemy Business held the lead, +3 points on 25%, 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
Udemy Business24%Contested▼−13Since October 2026: 37% → 24%, −13 points. Inside the 13-point floor: within noise.Standing →Mid-marketUdemy Business40%Contested▼−8Since October 2026: 48% → 40%, −8 points. Inside the 13-point floor: within noise.Standing →EnterpriseUdemy Business28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.This page
Udemy Business24%Contested▼−13Since October 2026: 37% → 24%, −13 points. Inside the 13-point floor: within noise.Standing →Mid-marketUdemy Business40%Contested▼−8Since October 2026: 48% → 40%, −8 points. Inside the 13-point floor: within noise.Standing →EnterpriseUdemy Business28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Udemy Business28%17%60accepted challenger▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.25% → 28%
Udemy Business28%17%60accepted challenger▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.25% → 28%02
LinkedIn Learning20%13%54accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 13-point floor: within noise.23% → 20%
LinkedIn Learning20%13%54accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 13-point floor: within noise.23% → 20%03
Coursera for Business18%11%54accepted challenger▲+10Since October 2026: 8% → 18%, +10 points. Inside the 13-point floor: within noise.8% → 18%
Coursera for Business18%11%54accepted challenger▲+10Since October 2026: 8% → 18%, +10 points. Inside the 13-point floor: within noise.8% → 18%04
Docebo6%5%22accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 13-point floor: within noise.8% → 6%
Docebo6%5%22accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 13-point floor: within noise.8% → 6%05
Go14%6%17accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 13-point floor: within noise.10% → 4%
Go14%6%17accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 13-point floor: within noise.10% → 4%06
Skillsoft Percipio2%18%39accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
Skillsoft Percipio2%18%39accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%07
Cornerstone OnDemand2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Cornerstone OnDemand2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
10
DataCamp0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
DataCamp0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09O'Reilly Learning0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
08
Pluralsight0%6%35accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Pluralsight0%6%35accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
Udemy Business vs 360LearningUdemy Business vs Coursera for BusinessUdemy Business vs Go1LinkedIn Learning vs TalentLMSLinkedIn Learning vs GoSkillsLinkedIn Learning vs 360LearningLinkedIn Learning vs Coursera for BusinessLinkedIn Learning vs Go1TalentLMS vs GoSkillsTalentLMS vs 360LearningTalentLMS vs Coursera for BusinessTalentLMS vs Go1GoSkills vs 360LearningGoSkills vs Coursera for BusinessGoSkills vs Go1360Learning vs Coursera for Business360Learning vs Go1Coursera for Business vs Go1
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 →
0102030405060708O09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Udemy Business28%
Udemy Business28%02LinkedIn Learning20%
LinkedIn Learning20%03Coursera for Business18%
Coursera for Business18%04Docebo6%
Docebo6%05Go14%
Go14%06Skillsoft Percipio2%
Skillsoft Percipio2%07Cornerstone OnDemand2%
Cornerstone OnDemand2%08Pluralsight0%
Pluralsight0%09O'Reilly Learning0%
10DataCamp0%
DataCamp0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, 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.
Udemy Business17%
10 of 60 labels negative · 9 of 14 models · 1 hard negative
“What to Avoid ... Udemy Business | $360/user/year list price; enterprise is quote-only” Kimi K2, budget prompt
Coursera for Business11%
6 of 54 labels negative · 6 of 14 models · 1 hard negative
“What to Avoid ... Coursera for Business | Priced by country/seat” Kimi K2, budget prompt
LinkedIn Learning13%
7 of 54 labels negative · 5 of 14 models · 2 hard negative
“Some providers, like LinkedIn Learning, are flagged for opaque enterprise pricing... "Why to avoid: ...Multiple AI evaluations recommend approaching this library with caution or avoiding it entirely."” Mistral Small, negative prompt
Skillsoft Percipio18%
7 of 39 labels negative · 5 of 14 models · 2 hard negative
“Why to avoid: ... Multiple AI evaluations recommend approaching this library with caution or avoiding it entirely.” Muse Glimmer 30B, 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
71 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 862 links across 297 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 33 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 · G227 answers · 72 citations · 10 models
vendor site · Coursera18 answers · 30 citations · 11 models
vendor site · LearnWorlds16 answers · 19 citations · 9 models
15 answers · 21 citations · 6 models
vendor site · O'Reilly15 answers · 20 citations · 10 models
14 answers · 20 citations · 6 models
vendor site · D2L14 answers · 17 citations · 7 models
vendor site · LinkedIn14 answers · 16 citations · 8 models
publisher (Gane)13 answers · 18 citations · 5 models
vendor site · ProProfs Training13 answers · 15 citations · 7 models
12 answers · 17 citations · 5 models
vendor site · Coggno11 answers · 13 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.
15 answers · 8 models
14 answers · 8 models
13 answers · 5 models
10 answers · 6 models
9 answers · 7 models
9 answers · 7 models
7 answers · 4 models
7 answers · 5 models
7 answers · 7 models
6 answers · 5 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best online course library for employees”, “course libraries”, “online course library for employees”. 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 |
|---|---|---|---|---|---|---|---|
| Udemy Business udemy.com | 28% | 235 | 8,100 | 71 | 1,600,745 | $94 | 111 |
| LinkedIn linkedin.com LinkedIn Learning 20% | 20% | 228 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 |
| Coursera coursera.org Coursera for Business 18% | 18% | 153 | 450,000 | 8,614 | 18,845,147 company | $2,331 | 116 |
| Docebo docebo.com | 6% | 360 | 9,900 | 242 | 98,677 | 15 | |
| Go1 go1.com | 4% | 43 | 3,600 | 125 | 7,401 | 14 | |
| BizLibrary bizlibrary.com | 4% | 35 | 1,900 | 33 | 6,343 | 4 | |
| Skillsoft skillsoft.com Skillsoft Percipio 2% | 2% | 119 | 6,600 | 265 | 55,607 company | 5 | |
| Cornerstone cornerstoneondemand.com Cornerstone OnDemand 2% | 2% | 266 | 165,000 | 17,999 | 33,785 company | $428 | 100 |
| Litmos litmos.com | 2% | 20 | 8,100 | 143 | 7,774 | 32 | |
| LearnUpon learnupon.com | 2% | 125 | 5,400 | 55 | 81,523 | 40 |
Google's top ten for the three searches hold 20 sites; 0 of them are among the sites the models cited here. The first result for “best online course library for employees” is course.libraryjournal.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 online course library for employees for an enterprise B2B company?”Paraphrase“Which corporate training content subscription would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade course libraries and how do they differ?”Budget-constrained“What is the best online course library for employees for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an online course library for employees. What should we look at?”Negative“Which course libraries should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Cornerstone OnDemand, Docebono first choiceChangedno first choiceLitmosno first choiceagainst: Apache Log4j
Seven alternatives
Absorb LMS, Adobe Learning Manager, Coursera for Business, LearnUpon, LinkedIn Learning, Litmos, iSpring LearnTwo alternatives
LearnWorlds, iSpring LearnGPT-5.4 miniLinkedIn LearningCoursera for BusinessChangedLinkedIn LearningLinkedIn Learningno first choicenothing named
Four alternatives
360Learning, Coursera for Business, Pluralsight, Udemy BusinessThree alternatives
LinkedIn Learning, Skillsoft Percipio, Udemy BusinessSeven alternatives
Cornerstone Content / Cornerstone Learning, Coursera for Business, Litmos Content Libraries, O'Reilly for Business, Pluralsight, Skillsoft Percipio, Udemy BusinessTwo alternatives
Coursera for Business, Udemy BusinessGemini 3.5 FlashLinkedIn LearningLinkedIn Learning, Udemy BusinessChangedno first choiceLinkedIn Learningno first choiceagainst: Coursera for Business, LinkedIn Learning, O'Reilly Learning, Pluralsight, Skillshare, Teachable, Udemy Business, edX
Four alternatives
Coursera for Business, O'Reilly Learning, Pluralsight, Udemy BusinessThree alternatives
Coursera for Business, OpenSesame, PluralsightSeven alternatives
Coursera for Business, Go1, LinkedIn Learning, O’Reilly for Higher Ed / Enterprise, Pluralsight, Skillsoft Percipio, Udemy BusinessThree alternatives
Coursera for Business, Skillsoft Percipio, Udemy BusinessPerplexity SonarUdemy BusinessUdemy BusinessHeldno first choiceGoodHabitzagainst: Coursera for Businessno first choiceagainst: Udemy Business
Five alternatives
Coursera for Business, Docebo, Go1, LinkedIn Learning, PluralsightThree alternatives
Coursera for Business, Docebo, LinkedIn LearningTen alternatives
Coursera for Business, DataCamp, Degreed, Go1, LinkedIn Learning, O'Reilly Learning, Pluralsight, Skillsoft Percipio, Udemy Business, edXOne alternative
Udemy BusinessGrok 4.20Coursera for BusinessCoursera for BusinessHeldagainst: Udemy BusinessCoursera for Business, LinkedIn Learningagainst: Moodle Workplace, TalentLMSCoursera for Business, LinkedIn Learningno first choicenothing named
Six alternatives
Absorb LMS, DataCamp, Docebo, LinkedIn Learning, Pluralsight, Udemy BusinessThree alternatives
LinkedIn Learning, Pluralsight, Skillsoft PercipioFive alternatives
Docebo, O'Reilly Learning, Pluralsight, Skillsoft Percipio, Udemy BusinessThree alternatives
Pluralsight, Skillsoft Percipio, Udemy BusinessMistral SmallBizLibrarySkillsoft Percipio, Udemy BusinessChangedUdemy BusinessCoursera for Business, edX Enterprise Planno first choiceagainst: LinkedIn Learning, Skillsoft Percipio
Two alternatives
Cornerstone OnDemand, EdflexTwo alternatives
Go1, LinkedIn LearningOne alternative
PluralsightDeepSeek V4 FlashLinkedIn Learning, Udemy BusinessUdemy BusinessChangedno first choiceedXagainst: Cornerstone OnDemand, Docebo, Invince, LinkedIn Learning, Next Gen Learning, OpenSesame, Skillsoft Percipio, Udemy Businessno first choiceagainst: Coursera for Business, DataCamp, INE, LinkedIn Learning, Pluralsight, Skillsoft Percipio, Udemy Business, edX
Four alternatives
BizLibrary, Coursera for Business, Pluralsight, Skillsoft PercipioFour alternatives
Coursera for Business, Go1, LinkedIn Learning, Skillsoft PercipioSeven alternatives
Coursera for Business, DataCamp, LinkedIn Learning, O'Reilly Learning, Pluralsight, Skillsoft Percipio, Udemy BusinessOne alternative
Coursera for BusinessLlama 4 MaverickBizLibraryno first choiceChangedno first choiceno first choiceno first choiceagainst: Udemy Business
Four alternatives
Coursera for Business, Go1, LinkedIn Learning, Udemy BusinessQwen 3.7 Flashno first choiceDoceboChangedno first choiceUdemy Businessno first choiceagainst: Coursera for Business, Henry Harvin, Koenig Solutions, Optima Training & Consultancy, Skillsoft Percipio, Udemy Business
Seven alternatives
Coursera for Business, INE, LinkedIn Learning, OpenSesame, Pluralsight, Udemy Business, edXSix alternatives
Cornerstone OnDemand, Coursera for Business, LinkedIn Learning, Pluralsight IQ, Skillsoft Percipio, Udemy BusinessFive alternatives
Coursera for Business, LinkedIn Learning, Pluralsight, Skillsoft Percipio, Udemy BusinessThree alternatives
Coursera for Business, LinkedIn Learning, Skillsoft PercipioKimi K2Coursera for Business, Udemy Businessagainst: LinkedIn LearningUdemy BusinessChangedCoursera for BusinessGo1against: Coursera for Business, LinkedIn Learning, Skillsoft Percipio, Udemy Business, edXno first choicenothing named
Four alternatives
360Learning, BizLibrary, Docebo, PluralsightThree alternatives
Go1, LinkedIn Learning, Skillsoft PercipioSix alternatives
DataCamp, LinkedIn Learning, O'Reilly Learning, Pluralsight, Skillsoft Percipio, Udemy BusinessThree alternatives
CBT Nuggets, Open eLMS, TOPYX LMSGLM 4.7 FlashXCoursera for Business, Udemy BusinessCoursera for Business, Udemy BusinessHeldSkillsoft PercipioUdemy Businessno first choicenothing named
Five alternatives
Cornerstone OnDemand, DataCamp, Docebo, Pluralsight, TalentLMSThree alternatives
Docebo, LinkedIn Learning, PluralsightFour alternatives
360Learning, LinkedIn Learning, Pluralsight, Udemy BusinessSeven alternatives
Cornerstone OnDemand, Coursera for Business, Docebo, LifterLMS, LinkedIn Learning, Lucebra Business, PluralsightMiniMax M2.5Coursera for Business, Udemy BusinessDocebo, LearnUponChangedLinkedIn LearningTOPYXno first choicenothing named
Five alternatives
BizLibrary, Docebo, LinkedIn Learning, Litmos, TalentLMSTwo alternatives
Edflex, KalturaFive alternatives
Coursera for Business, O'Reilly Learning, Pluralsight, Skillsoft's Percipio platform, Udemy BusinessThree alternatives
Coursera for Business, LifterLMS, LinkedIn LearningGPT-6 LunaLinkedIn LearningLinkedIn LearningHeldLinkedIn LearningOpenSesame Plus Completeno first choiceagainst: Coursera for Business, Go1, OpenSesame, Udemy Business
Four alternatives
Coursera for Business, Pluralsight, Skillsoft Percipio, Udemy BusinessTwo alternatives
Coursera for Business, Udemy BusinessSix alternatives
Coursera for Business, Go1, O'Reilly Learning, Pluralsight, Skillsoft Percipio, Udemy BusinessOne alternative
DataCampMuse Glimmer 30BLinkedIn LearningUdemy BusinessChangedLinkedIn LearningCoggno, Go1no first choiceagainst: LinkedIn Learning, Skillsoft Percipio, Udemy Business
Four alternatives
Coursera for Business, O'Reilly Learning, Pluralsight, Udemy BusinessFive alternatives
Cornerstone OnDemand, Coursera for Business, Docebo, LinkedIn Learning, Skillsoft PercipioFive alternatives
Coursera for Business, O'Reilly Learning, Pluralsight, Skillsoft Percipio, Udemy BusinessTwo alternatives
LinkedIn Learning, Udemy BusinessBold 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 09:12 | yes | 19 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:43 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:14 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:01 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 5 | 38 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:09 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:10 | yes | 20 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:44 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:48 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:05 | yes | 20 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:56 | yes | 15 | 127 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:39 | yes | 10 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:23 | yes | 5 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:20 | yes | 20 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:35 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:42 | yes | 6 | 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 12:10 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:10 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 23 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:21 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:00 | yes | 24 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:20 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:21 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:02 | yes | 15 | 71 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:22 | yes | 25 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:08 | yes | 5 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:57 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:37 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:46 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:53 | yes | 9 | 9 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 11:27 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 5 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:31 | yes | 25 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:09 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:48 | yes | 10 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:51 | yes | 20 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:51 | yes | 25 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | yes | 13 | 94 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:49 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:59 | yes | 24 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:35 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:50 | yes | 4 | 6 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 09:18 | no | 0 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:55 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 31 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:23 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:57 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:23 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:33 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:21 | yes | 25 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:00 | yes | 25 | 98 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:11 | yes | 22 | 112 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:46 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:26 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:01 | yes | 5 | 8 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 10:55 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:49 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 15 | 40 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:23 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:02 | yes | 23 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:22 | yes | 5 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:54 | no | 0 | 62 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:51 | yes | 10 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:41 | yes | 10 | 58 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 5 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:13 | yes | 11 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:50 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:25 | no | 0 | 3 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 11:15 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:04 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:01 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 25 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:24 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:59 | yes | 25 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:56 | yes | 25 | 55 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:53 | yes | 13 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:16 | yes | 14 | 90 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:09 | yes | 2 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:16 | yes | 22 | 33 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Absorb read as Absorb LMS
Cornerstone read as Cornerstone OnDemand
Coursera read as Coursera for Business
O'Reilly read as O'Reilly Learning
O'Reilly Learning Platform read as O'Reilly Learning
O’Reilly read as O'Reilly Learning
O’Reilly Learning read as O'Reilly Learning
Pluralsight Skills read as Pluralsight
SAP Litmos read as Litmos
Skillsoft read as Skillsoft Percipio
Skillsoft (Pathshare) read as Skillsoft Percipio
Skillsoft (Percipio) read as Skillsoft Percipio
Skillsoft (formerly Percipio) read as Skillsoft Percipio
Skillsoft (including Percipio) read as Skillsoft Percipio
Skillsoft (or Percipio) read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Apache Log4j
BLR
Chart Learning
CloudAcademy (A Cloud Guru)
Cornerstone Content / Cornerstone Learning
Cornerstone Content Anytime
DDI
Docebo Content
Essentials Select by Paycor
Global Knowledge
Henry Harvin
Intellezy
Invince
Koenig Solutions
Kriya Stack
LatitudeLearning
Litmos Content Libraries
MYCPE ONE
Next Gen Learning
NextGen Learning / Enterprise Unlimited
Novara
O'Reilly for Business
Open eLMS
OpenSesame Plus Complete
Optima Training & Consultancy
Pluralsight IQ
Simple Training Center
Skillsoft Percipio Platform
Skillsoft's Percipio platform
Sponge
TrainingToday by BLR
edX Enterprise Plan
Discontinued, still offered
No shut-down product was recommended here.