Online course libraries
Asked as “online course library for employees”, and as “corporate training content subscription”, on behalf of a mid-market B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
48%
Clear leader
48Udemy Business22LinkedIn Learning08TalentLMS22others
48% of first choices, clear leader.
Since September 2026▲+18Since September 2026: 32% → 50%, +18 points. Past the 13-point floor: movement. Read over the models both editions asked.Udemy Business held the lead, +18 points on 32%, past the 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 Business37%Contested↗new leaderNew leader since September 2026: Udemy Business (34%) replaces LinkedIn Learning (24% then, 23% now), 11 points clear, inside the 13-point floor.Standing →Mid-marketUdemy Business48%Clear leader▲+18Since September 2026: 32% → 50%, +18 points. Past the 13-point floor: movement. Read over the models both editions asked.This pageEnterpriseUdemy Business25%Contested↗new leaderNew leader since September 2026: Udemy Business (27%) replaces LinkedIn Learning (30% then, 17% now), 10 points clear, inside the 13-point floor.Standing →
Udemy Business37%Contested↗new leaderNew leader since September 2026: Udemy Business (34%) replaces LinkedIn Learning (24% then, 23% now), 11 points clear, inside the 13-point floor.Standing →Mid-marketUdemy Business48%Clear leader▲+18Since September 2026: 32% → 50%, +18 points. Past the 13-point floor: movement. Read over the models both editions asked.This pageEnterpriseUdemy Business25%Contested↗new leaderNew leader since September 2026: Udemy Business (27%) replaces LinkedIn Learning (30% then, 17% now), 10 points clear, inside the 13-point floor.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 September 2026
01Udemy Business48%17%66endorsed leader▲+18Since September 2026: 32% → 50%, +18 points. Past the 13-point floor: movement. Read over the models both editions asked.32% → 50%
Udemy Business48%17%66endorsed leader▲+18Since September 2026: 32% → 50%, +18 points. Past the 13-point floor: movement. Read over the models both editions asked.32% → 50%02
LinkedIn Learning22%15%59accepted challenger▼−10Since September 2026: 28% → 18%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.28% → 18%
LinkedIn Learning22%15%59accepted challenger▼−10Since September 2026: 28% → 18%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.28% → 18%03
TalentLMS8%0%11accepted challenger▲+1Since September 2026: 8% → 9%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.8% → 9%
TalentLMS8%0%11accepted challenger▲+1Since September 2026: 8% → 9%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.8% → 9%Show the five products at 0%, ordered by negative rate
07
Skillshare0%29%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Skillshare0%29%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%08
Skillsoft Percipio0%28%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Skillsoft Percipio0%28%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%04
Coursera for Business0%7%54accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Coursera for Business0%7%54accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%06
edX0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
edX0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%05
Pluralsight0%4%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Pluralsight0%4%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Udemy Business48%
Udemy Business48%02LinkedIn Learning22%
LinkedIn Learning22%03TalentLMS8%
TalentLMS8%04Coursera for Business0%
Coursera for Business0%05Pluralsight0%
Pluralsight0%06edX0%
edX0%07Skillshare0%
Skillshare0%08Skillsoft Percipio0%
Skillsoft Percipio0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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%
11 of 66 labels negative · 7 of 14 models · 1 hard negative
“"Open Marketplaces (High Caution Required) ... Examples: **Udemy**, **Skillshare**. ... there is no filter between experts and novices"” Muse Glimmer 30B, negative prompt
LinkedIn Learning15%
9 of 59 labels negative · 7 of 14 models
“The results flag it for **high cost** and **opaque enterprise pricing**, so it may be a poor fit if you need predictable budgeting.” Perplexity Sonar, negative prompt
Skillshare29%
5 of 17 labels negative · 5 of 14 models · 1 hard negative
“"On platforms like Skillshare and Domestika, quality varies significantly by instructor."” Muse Glimmer 30B, negative prompt
Coursera for Business7%
4 of 54 labels negative · 4 of 14 models
“Coursera, edX (when paying full price). **Verdict:** **Be Cautious of Costs**.” Qwen 3.7 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
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. 953 links across 343 sites, every framing counted. Ranked by the number of answers carrying the site or page. 100 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.
28 answers · 45 citations · 10 models
vendor site · GoSkills25 answers · 30 citations · 11 models
vendor site · G220 answers · 36 citations · 11 models
vendor site · LearnWorlds18 answers · 22 citations · 6 models
vendor site · ProProfs Training17 answers · 20 citations · 9 models
vendor site · LinkedIn15 answers · 18 citations · 6 models
14 answers · 14 citations · 7 models
vendor site · Thinkific14 answers · 14 citations · 7 models
vendor site · GoodHabitz13 answers · 14 citations · 9 models
vendor site · LinkedIn12 answers · 16 citations · 8 models
12 answers · 12 citations · 8 models
vendor site · Teachfloor12 answers · 12 citations · 6 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.
22 answers · 10 models
14 answers · 7 models
12 answers · 7 models
12 answers · 6 models
12 answers · 7 models
11 answers · 8 models
11 answers · 5 models
9 answers · 5 models
9 answers · 8 models
8 answers · 6 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 | 48% | 226 | 8,100 | 71 | 1,600,745 | $94 | 111 | |
| LinkedIn linkedin.com LinkedIn Learning 22% | 22% | 214 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | |
| TalentLMS talentlms.com | 8% | 348 | 8,100 | 103 | 82,431 | $1,179 | 119 | 2 |
| Go1 go1.com | 5% | 35 | 3,600 | 125 | 7,401 | 14 | ||
| 360Learning 360learning.com | 2% | 266 | 2,400 | 40 | 45,896 | 8 | ||
| GoSkills goskills.com | 2% | 141 | 1,900 | 23 | 120,277 | 120 | ||
| Litmos litmos.com | 2% | 42 | 8,100 | 143 | 7,774 | 32 | ||
| HubSpot hubspot.com HubSpot Academy 2% | 2% | 9 | 368,000 | 9,776 | 2,276,428 company | $83,922 | 76 | |
| Open Culture | 2% | |||||||
| OpenSesame opensesame.com | 2% | 32 | 33,100 | 93 | 26,404 | 25 |
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 4.5no first choiceno first choiceHeldCoursera for Businessno first choiceno first choicenothing named
Two alternatives
Udemy Business, edXGPT-5.4 miniUdemy BusinessUdemy BusinessHeldno first choiceUdemy Businessno first choicenothing named
Four alternatives
Coursera for Business, DataCamp, LinkedIn Learning, PluralsightThree alternatives
Coursera for Business, LinkedIn Learning, O'ReillyTwo alternatives
Coursera for Business, LinkedIn LearningGemini 3.5 FlashLinkedIn Learning, Udemy BusinessGo1ChangedCoursera for Business, edXGoSkillsagainst: LinkedIn Learning, SC Training, Udemy Businessno first choiceagainst: 2U, BloomTech, Emeritus, Great Learning, Kajabi, Packt Publishing, Simplilearn, Skillshare, Skool, Teachable, Thinkific, Udemy Business
Two alternatives
BizLibrary, Coursera for BusinessThree alternatives
Coursera for Business, LinkedIn Learning, Udemy BusinessSix alternatives
DataCamp, LinkedIn Learning, Pluralsight, Skillshare, Skillsoft Percipio, Udemy BusinessThree alternatives
Coggno, Google Classroom, TalentLMSPerplexity SonarLinkedIn LearningLitmosChangedno first choiceHubSpot Academyno first choiceagainst: Courseslibrary.com, LinkedIn Learning, Udemy Business
Four alternatives
Coursera for Business, LearnUpon, Udemy Business, iSpring LearnThree alternatives
360Learning, TalentLMS, Udemy BusinessThree alternatives
DataCamp, Pluralsight, Udemy BusinessGrok 4.1 FastUdemy BusinessUdemy BusinessHeldagainst: LinkedIn Learning, Skillsoft Percipiono first choiceTalentLMSagainst: Coursera for Business, LinkedIn Learning, Moodle, Udemy Businessno first choiceagainst: IBM Data Science on Coursera
Three alternatives
Coursera for Business, LinkedIn Learning, TalentLMSTwo alternatives
Coursera for Business, PluralsightThree alternatives
Connecteam, GoSkills, Zoho LearnMistral SmallUdemy BusinessOpenSesame, Udemy BusinessChangedCoursera for Business, edXagainst: Khan Academy, SkillshareLinkedIn Learningagainst: Docebono first choicenothing named
Two alternatives
Coursera for Business, LinkedIn LearningThree alternatives
Codecademy, Udemy Business, freeCodeCampThree alternatives
LearnWorlds, Open Culture, ThinkificDeepSeek V4 FlashUdemy Businessagainst: Skillsoft PercipioUdemy BusinessHeldagainst: OpenSesame, Skillsoft Percipiono first choiceUdemy Businessno first choiceagainst: Coursera for Business, Go1, LinkedIn Learning, OpenSesame, Skillshare, Skillsoft Percipio, Udemy Business
Three alternatives
Coursera for Business, LinkedIn Learning, OpenSesameTwo alternatives
Coursera for Business, LinkedIn LearningSeven alternatives
Coursera for Business, LinkedIn Learning, MasterClass, Pluralsight, Skillshare, Udemy Business, edXFour alternatives
Coursera for Business, LinkedIn Learning, ProProfs Training Maker, TalentLMSLlama 4 MaverickLinkedIn Learningno first choiceChangedno first choiceOpen Cultureno first choiceagainst: LinkedIn Learning, Skillshare, Udemy Business
Three alternatives
LearnUpon, Udemy Business, iSpring LearnTwo alternatives
LinkedIn Learning, Study Hall's YouTube channelQwen 3.7 FlashLinkedIn LearningLinkedIn LearningHeldno first choiceagainst: MasterClass, Udemy BusinessSC Trainingagainst: LinkedIn Learningno first choiceagainst: Alison, Coursera for Business, LinkedIn Learning, Pluralsight, Podia, Teachable, Thinkific, Udemy Business, edX
Three alternatives
Coursera for Business, Pluralsight, Udemy BusinessFour alternatives
Coursera for Business, Pluralsight, Skillsoft Percipio, Udemy BusinessFour alternatives
Coursera for Business, Google Skillshop, HubSpot Academy, Udemy BusinessKimi K2Udemy BusinessUdemy BusinessHeldno first choiceUdemy Businessno first choiceagainst: Brainly, Chegg, Course Hero, GitHub, Quizlet, StuDocu
Four alternatives
Coursera for Business, Go1, LinkedIn Learning, OpenSesameSix alternatives
Challenger, Go1, LinkedIn Learning, O'Reilly Learning, Pluralsight, Winning by DesignNine alternatives
Coursera for Business, DataCamp, Khan Academy, LinkedIn Learning, Pluralsight, Skillshare, Udacity, Udemy Business, edXFour alternatives
Alison, Coursera for Business, Khan Academy, LinkedIn LearningGLM 4.7 FlashXTalentLMSagainst: Skillsoft PercipioUdemy BusinessChangedCoursera for BusinessTalentLMSno first choiceagainst: Courseslibrary.com
Three alternatives
BizLibrary, GoSkills, WorkRampFour alternatives
360Learning, LearnUpon, LinkedIn Learning, iSpring LearnNine alternatives
DataCamp, Khan Academy, LinkedIn Learning, MIT OpenCourseWare, Pluralsight, Skillshare, Skillsoft Percipio, Udemy Business, edXFive alternatives
360Learning, Connecteam, Moodle, ProProfs Training Maker, iSpring LearnMiniMax M2.5Udemy Business360LearningChangedagainst: Docebono first choiceUdemy Businessno first choicenothing named
One alternative
LinkedIn LearningTwo alternatives
Litmos, iSpring LearnFour alternatives
Coursera for Business, Skillshare, Udemy Business, edXTwo alternatives
GoSkills, LinkedIn LearningGPT-6 LunaLinkedIn LearningUdemy BusinessChangedCoursera for Business, edXUdemy Businessno first choicenothing named
Three alternatives
Coursera for Business, Pluralsight, Udemy BusinessTwo alternatives
Coursera for Business, LinkedIn LearningFive alternatives
LinkedIn Learning, O'Reilly Learning, Pluralsight, Skillshare, Udemy BusinessOne alternative
LinkedIn LearningMuse Glimmer 30BLinkedIn LearningLinkedIn LearningHeldagainst: Udemy BusinessCornerstone Content Subscriptions, Coursera for Businessagainst: Blackboard, Udemy BusinessGo1no first choiceagainst: Coursera for Business, Domestika, Go1, LinkedIn Learning, MasterClass, OpenSesame, Skillshare, Udemy Business
One alternative
Udemy BusinessThree alternatives
Absorb LMS, Coursera for Business, TalentLMSFour alternatives
Canvas Commons, Go1, Moodle, edXFour alternatives
LinkedIn Learning, ProProfs Training Maker, TalentLMS, 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. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:54 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:03 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:53 | yes | 15 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:50 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:41 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:13 | yes | 15 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:08 | yes | 23 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:13 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:43 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:43 | yes | 20 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:31 | yes | 24 | 58 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | yes | 19 | 55 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:04 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:02 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:56 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:02 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:50 | yes | 12 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:03 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:39 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:30 | yes | 14 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:22 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:54 | yes | 10 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:54 | no | 0 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:45 | yes | 14 | 39 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:13 | yes | 9 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:30 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:49 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:32 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:38 | yes | 2 | 4 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:19 | yes | 11 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:00 | yes | 26 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:35 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:44 | yes | 15 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:31 | yes | 23 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:04 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:22 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:40 | yes | 14 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:36 | yes | 19 | 20 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:56 | yes | 20 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:49 | yes | 8 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:10 | yes | 20 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:50 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:37 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:09 | yes | 17 | 37 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:57 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:37 | yes | 25 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:50 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:57 | yes | 24 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:21 | yes | 9 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:16 | yes | 15 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:29 | yes | 25 | 98 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:44 | yes | 20 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:40 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:20 | yes | 14 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:36 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:29 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:36 | yes | 10 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:37 | yes | 19 | 3 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:05 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:28 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:09 | yes | 23 | 52 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:34 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:31 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:26 | yes | 19 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:18 | no | 0 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:23 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:03 | yes | 2 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:59 | yes | 15 | 34 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:06 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:36 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:10 | yes | 6 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:58 | yes | 17 | 2 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:04 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:47 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:13 | yes | 10 | 19 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:29 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:15 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:55 | yes | 24 | 19 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:42 | yes | 16 | 13 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:33 | no | 0 | 8 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:47 | no | 0 | 3 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:51 | yes | 15 | 29 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
Coursera read as Coursera for Business
Pluralsight Skills read as Pluralsight
ProProfs Training read as ProProfs Training Maker
Skillsoft read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
A Cloud Guru
Canvas Commons
Challenger
Chegg
Course Hero
Coursebox.ai
Domestika
Emeritus
Frontend Masters
Great Learning
Harvard Business Publishing
Harvard ManageMentor
IBM Data Science on Coursera
INE (Internetwork Expert)
JSTOR
Maestro Learning
MasterClass for Teams
O'Reilly Learning
Packt Publishing
Ruzuku
Sales Impact Academy
Scrimba
Skillify Solutions
StuDocu
Study Hall's YouTube channel
Vimeo On Demand
WalkMe Learning Arc
Winning by Design
Your Future Career
fast.ai
Discontinued, still offered
No shut-down product was recommended here.