Online course libraries
Asked as “online course library for employees”, and as “corporate training content subscription”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · LinkedIn Learning 20%
40Udemy Business20LinkedIn Learning12TalentLMS28others
40% of first choices, contested.
Since October 2026▼−8Since October 2026: 48% → 40%, −8 points. Inside the 13-point floor: within noise.Udemy Business held the lead, −8 points on 48%, 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.This pageEnterpriseUdemy Business28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.Standing →
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.This pageEnterpriseUdemy Business28%Contested▲+3Since October 2026: 25% → 28%, +3 points. 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
01Udemy Business40%13%68endorsed leader▼−8Since October 2026: 48% → 40%, −8 points. Inside the 13-point floor: within noise.48% → 40%
Udemy Business40%13%68endorsed leader▼−8Since October 2026: 48% → 40%, −8 points. Inside the 13-point floor: within noise.48% → 40%02
LinkedIn Learning20%11%62accepted challenger▼−2Since October 2026: 22% → 20%, −2 points. Inside the 13-point floor: within noise.22% → 20%
LinkedIn Learning20%11%62accepted challenger▼−2Since October 2026: 22% → 20%, −2 points. Inside the 13-point floor: within noise.22% → 20%03
TalentLMS12%0%26accepted challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 13-point floor: within noise.8% → 12%
TalentLMS12%0%26accepted challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 13-point floor: within noise.8% → 12%04
GoSkills10%0%14accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 13-point floor: within noise.2% → 10%
GoSkills10%0%14accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 13-point floor: within noise.2% → 10%05
360Learning6%0%10accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%
360Learning6%0%10accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%06
Coursera for Business2%10%52accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Coursera for Business2%10%52accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%07
Go12%0%13accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%
Go12%0%13accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%Show the six products at 0%, ordered by negative rate
12
Skillsoft Percipio0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Skillsoft Percipio0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Docebo0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Docebo0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Skillshare0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Skillshare0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
edX0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
edX0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
Pluralsight0%15%27accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Pluralsight0%15%27accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
BizLibrary0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
BizLibrary0%8%12accepted 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 head
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Udemy Business40%
Udemy Business40%02LinkedIn Learning20%
LinkedIn Learning20%03TalentLMS12%
TalentLMS12%04GoSkills10%
GoSkills10%05360Learning6%
360Learning6%06Coursera for Business2%
Coursera for Business2%07Go12%
Go12%08Pluralsight0%
Pluralsight0%09edX0%
edX0%10Skillshare0%
Skillshare0%11BizLibrary0%
BizLibrary0%12Skillsoft Percipio0%
Skillsoft Percipio0%13Docebo0%
Docebo0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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 Business13%
9 of 68 labels negative · 8 of 14 models · 1 hard negative
“recommended to be approached with caution or avoided entirely due to its inconsistent content quality and cost” Llama 4 Maverick, negative prompt
LinkedIn Learning11%
7 of 62 labels negative · 7 of 14 models
“LinkedIn Learning is also flagged in the same analysis for "high cost and opaque enterprise pricing, so it may be a poor fit if you need predictable budgeting."” Muse Glimmer 30B, negative prompt
Skillsoft Percipio25%
5 of 20 labels negative · 5 of 14 models · 1 hard negative
“considered cost-prohibitive and has inconsistent content quality” Llama 4 Maverick, negative prompt
Coursera for Business10%
5 of 52 labels negative · 5 of 14 models
“these popular platforms have "experienced a decline in the quality of course offerings, customer service, and user experience."” DeepSeek V4 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
68 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. 753 links across 310 sites, every framing counted. Ranked by the number of answers carrying the site or page. 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 · ProProfs Training20 answers · 25 citations · 10 models
16 answers · 21 citations · 8 models
vendor site · GoSkills15 answers · 23 citations · 9 models
vendor site · G213 answers · 25 citations · 9 models
publisher (Gane)12 answers · 12 citations · 6 models
vendor site · LinkedIn12 answers · 12 citations · 8 models
11 answers · 11 citations · 6 models
vendor site · Coursera10 answers · 14 citations · 7 models
10 answers · 11 citations · 7 models
10 answers · 11 citations · 6 models
10 answers · 10 citations · 8 models
vendor site · LearnWorlds9 answers · 9 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.
10 answers · 8 models
10 answers · 8 models
9 answers · 5 models
9 answers · 8 models
8 answers · 5 models
8 answers · 6 models
8 answers · 5 models
8 answers · 6 models
7 answers · 6 models
7 answers · 4 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Udemy Business udemy.com | 40% | 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 | |
| TalentLMS talentlms.com | 12% | 421 | 8,100 | 103 | 82,431 | $1,179 | 119 | 2 |
| GoSkills goskills.com | 10% | 169 | 1,900 | 23 | 120,277 | 120 | ||
| 360Learning 360learning.com | 6% | 310 | 2,400 | 40 | 45,896 | 8 | ||
| ProProfs proprofstraining.com ProProfs Training Maker 4% | 4% | 30 | 170 | 1 | 39,341 | 0 | ||
| Coursera coursera.org Coursera for Business 2% | 2% | 153 | 450,000 | 8,614 | 18,845,147 company | $2,331 | 116 | |
| Go1 go1.com | 2% | 43 | 3,600 | 125 | 7,401 | 14 | ||
| EdApp edapp.com | 2% | 4 | ||||||
| EducateMe educate-me.co | 2% | 7 |
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 a mid-market B2B company?”Paraphrase“Which corporate training content subscription would you recommend to a mid-sized B2B company?”Comparative“What are the top course libraries and how do they differ?”Budget-constrained“What is the best online course library for employees for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an online course library for employees. What should we look at?”Negative“Which course libraries should I avoid or be cautious about?”
Claude Haiku 4.5TalentLMSno first choiceChangedno first choiceProProfs Training Makerno first choicenothing named
Four alternatives
LearnUpon, LinkedIn Learning, Udemy Business, iSpring LearnFive alternatives
Chamilo, LearnUpon, TalentLMS, Udemy Business, iSpring LearnGPT-5.4 miniUdemy BusinessUdemy BusinessHeldno first choiceUdemy Businessagainst: Pluralsightno first choicenothing named
Five alternatives
BizLibrary, Coursera for Business, LinkedIn Learning, O'Reilly Learning, PluralsightThree alternatives
Coursera for Business, LinkedIn Learning, Skillsoft PercipioTwo alternatives
BizLibrary, Coursera for BusinessGemini 3.5 FlashLinkedIn Learningagainst: Skillsoft PercipioUdemy BusinessChangedno first choiceGoSkillsno first choiceagainst: 2U, Coursera for Business, Emeritus, International Open Academy, KnowledgeHut, LinkedIn Learning, MasterClass, Pluralsight, Simplilearn, Skillshare, Treehouse, Trendimi, Udemy Business
Five alternatives
BizLibrary, Coursera for Business, O'Reilly Learning, Pluralsight, Udemy BusinessFive alternatives
BizLibrary, Go1, LinkedIn Learning, O'Reilly Learning, PluralsightEight alternatives
Coursera for Business, LinkedIn Learning, MasterClass, Pluralsight, Skillshare, Udacity, Udemy Business, edXThree alternatives
Alison, LinkedIn Learning, Udemy BusinessPerplexity SonarUdemy Businessagainst: PluralsightUdemy BusinessHeldagainst: Skillsoft PercipioCoursera for Business, edXProProfs Training Makeragainst: Coursera for Businessno first choiceagainst: Courseslibrary.com
Five alternatives
Coursera for Business, GoSkills, LinkedIn Learning, Skillsoft Percipio, TalentLMSFive alternatives
Docebo, LearnUpon, LinkedIn Learning, Litmos, TalentLMSSeven alternatives
Khan Academy, LinkedIn Learning, O'Reilly Learning, Pluralsight, Skillshare, Udacity, Udemy BusinessThree alternatives
GoSkills, TalentLMS, Udemy BusinessGrok 4.20LinkedIn LearningLinkedIn LearningHeldCoursera for Business, Udemy BusinessGoSkills, TalentLMSagainst: LinkedIn Learningno first choiceagainst: Coursera for Business, IBM Data Science/ML Professional Certificate on Coursera, Quantopian, Udemy Business, edX
Four alternatives
Coursera for Business, Go1, Skillsoft Percipio, Udemy BusinessSix alternatives
Coursera for Business, GoSkills, Pluralsight, Skillsoft Percipio, TalentLMS, Udemy BusinessFour alternatives
LinkedIn Learning, Pluralsight, Skillshare, edXThree alternatives
CYPHER Learning, OpenSesame, iSpring LearnMistral SmallUdemy Businessagainst: BizLibrary, OpenSesameUdemy BusinessHeldno first choiceLinkedIn Learningno first choiceagainst: HippoCampus
Two alternatives
LinkedIn Learning, TalentLMSThree alternatives
LearnUpon, Masterplan, ProProfs Training MakerFive alternatives
Absorb LMS, Alison, OpenSesame, TalentLMS, Udemy BusinessDeepSeek V4 FlashUdemy BusinessUdemy BusinessHeldagainst: Skillsoft PercipioCoursera for Business, edXGoSkillsagainst: Pluralsightno first choiceagainst: Coursera for Business, Meritshot, Udemy Business, edX
Three alternatives
Coursera for Business, LinkedIn Learning, Skillsoft PercipioThree alternatives
CXL Institute, Coursera for Business, DataCampThree alternatives
LinkedIn Learning, Skillshare, Udemy BusinessTwo alternatives
TalentLMS, Udemy BusinessLlama 4 MaverickUdemy Business360Learning, EducateMe, TalentLMSChangedno first choiceUdemy Businessno first choiceagainst: LinkedIn Learning, Skillsoft Percipio, Udemy Business
Two alternatives
LinkedIn Learning, TalentLMSFive alternatives
CBT Nuggets, GoSkills, HSI Training Solutions, SkillsHub, iSpring AcademyThree alternatives
Alison Free LMS, LinkedIn Learning, TalentLMSQwen 3.7 FlashUdemy BusinessGoSkills, TalentLMSChangedCoursera for BusinessUdemy Businessagainst: Cornerstone OnDemand, Docebo, EdCast, Skillsoft Percipiono first choiceagainst: Lifetime University, LinkedIn Learning, Skillshare, Udemy Business
Five alternatives
CBT Nuggets, Coursera for Business, Go1, LinkedIn Learning, PluralsightFour alternatives
360Learning, Docebo, LinkedIn Learning, Udemy BusinessSix alternatives
Khan Academy, LinkedIn Learning, Pluralsight, Skillshare, Udemy Business, edXFive alternatives
Coursera for Business, EasyLlama, Pluralsight, TalentLMS, WorkademyKimi K2LinkedIn Learning, Udemy BusinessGo1ChangedCoursera for BusinessGoSkills, TalentLMSagainst: LinkedIn Learning, Udemy Businessno first choiceagainst: Coursera for Business, Open edX Legacy Libraries, Udemy Business
Three alternatives
Coursera for Business, Go1, GoSkillsFour alternatives
Absorb LMS, Coursera for Business, LinkedIn Learning, Udemy BusinessEight alternatives
DataCamp, Khan Academy, LinkedIn Learning, MasterClass, Pluralsight, Skillshare, Udacity, Udemy BusinessFour alternatives
360Learning, EdApp, OpenSesame, iSpring LearnGLM 4.7 FlashX360Learning, Udemy Businessagainst: Docebo360LearningChangedno first choiceEdAppno first choiceagainst: Courseslibrary.com, LinkedIn Learning, TheNewBoston, Udemy Business, W3Schools, edX
Five alternatives
Absorb LMS, Coursera for Business, GoSkills, LinkedIn Learning, TalentLMSThree alternatives
Go1, TalentLMS, ThinkificNine alternatives
BC Campus OpenEd, COOL4Ed, Coursera for Business, Gale Courses, LearningExpress Library, LinkedIn Learning, MIT OpenCourseWare, Talent LMS, edXNine alternatives
360Learning, Coursera for Business, GoSkills, Moodle, OpenSesame, Pryor Learning, TalentLMS, Udemy Business, iSpring LearnMiniMax M2.5LinkedIn LearningLinkedIn LearningHeldCoursera for Business, edXCoursera for Business, Udemy Businessno first choicenothing named
Three alternatives
BizLibrary, Coursera for Business, Udemy BusinessTwo alternatives
360Learning, TalentLMSFour alternatives
LinkedIn Learning, Skillshare, Udacity, Udemy BusinessThree alternatives
LinkedIn Learning, TalentLMS, Virtual CollegeGPT-6 LunaLinkedIn LearningLinkedIn LearningHeldCoursera for Business, edXUdemy Businessno first choicenothing named
Three alternatives
Coursera for Business, Pluralsight, Udemy BusinessTwo alternatives
Coursera for Business, Udemy BusinessFour alternatives
LinkedIn Learning, Pluralsight, Skillshare, Udemy BusinessOne alternative
LinkedIn LearningMuse Glimmer 30BLinkedIn Learning, Udemy BusinessUdemy BusinessChangedUdemy BusinessTalentLMSno first choiceagainst: Anna's Archive, Courseslibrary.com, Library Genesis, LinkedIn Learning, Sci-Hub, Skillshare, Udemy Business, shadowlibraries.github.io, z-library.sk
Six alternatives
Absorb LMS, BizLibrary, Docebo, Go1, LearnUpon, Skillsoft PercipioTwo alternatives
Coursera for Business, LinkedIn LearningFour alternatives
Coursera for Business, LinkedIn Learning, Pluralsight, edXFour alternatives
360Learning, Coursera for Business, GoSkills, LinkedIn LearningBold 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 11:50 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:12 | yes | 4 | 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 11:13 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:41 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 10 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:10 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:36 | yes | 22 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:11 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:53 | yes | 10 | 50 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:46 | yes | 10 | 48 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:55 | yes | 24 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:27 | yes | 10 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:42 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:37 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:52 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | yes | 5 | 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 10:05 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:53 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 5 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:40 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:21 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:08 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:56 | yes | 5 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:02 | yes | 15 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:53 | yes | 14 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:49 | yes | 10 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:42 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:18 | yes | 24 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:50 | no | 0 | 2 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:45 | yes | 4 | 6 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 12:26 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:35 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 15 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:28 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:08 | yes | 19 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:22 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:19 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:58 | yes | 19 | 50 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:40 | yes | 20 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:13 | yes | 10 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:19 | yes | 6 | 12 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:35 | yes | 15 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:26 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:10 | yes | 4 | 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 08:50 | yes | 6 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:12 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 9 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:08 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:52 | yes | 24 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:54 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:29 | yes | 10 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:31 | yes | 10 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:41 | yes | 10 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:22 | yes | 10 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:28 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 14 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:37 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | no | 0 | 7 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 09:34 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 10 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:51 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:51 | yes | 25 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:22 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 10 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:30 | yes | 10 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:16 | yes | 15 | 41 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:51 | no | 0 | 76 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:14 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:19 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:41 | no | 0 | 2 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 11:30 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:54 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 14 | 35 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:37 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:29 | yes | 25 | 21 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:41 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:23 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:09 | yes | 25 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:17 | yes | 24 | 127 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:49 | no | 0 | 41 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:23 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:52 | yes | 14 | 24 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
Coursera (Specializations) read as Coursera for Business
O'Reilly read as O'Reilly Learning
O’Reilly read as O'Reilly Learning
Pluralsight Skills read as Pluralsight
ProProfs read as ProProfs Training Maker
SAP Litmos read as Litmos
Skillsoft read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Alison Free LMS
Andrew Ng's courses
Anna's Archive
Annenberg Learner
BC Campus OpenEd
Backtrader
Blueshift
CCI Learning Academy
COOL4Ed
CXL Institute
Caredemy
CourseCareers
Emeritus
FastAPI
Flourish
Gale Courses
Google AI
HippoCampus
IBM Data Science/ML Professional Certificate on Coursera
International Open Academy
KnowledgeHut
Learnerably
LearningExpress Library
Library Genesis
Lifetime University
MIT Open CourseWare
Masterplan
Microlearning Library
Mozilla Web Docs (MDN)
My Learning Cloud (UK Care Sector)
NPTEL
Open Yale Courses
Open edX Legacy Libraries
OpenAI Learning
OpenAI's learning resources
Plotly
Polars
Quantopian
Sci-Hub
Seaborn
Skillshare for Teams
Talent LMS
TheNewBoston (YouTube)
Trendimi
Virtual College
W3Schools
YouTube Channels
fast.ai
httpx
selectolax
shadowlibraries.github.io
z-library.sk
Discontinued, still offered
No shut-down product was recommended here.