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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · LinkedIn Learning 23%
25Udemy Business23LinkedIn Learning10Go142others
25% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Udemy Business (27%) replaces LinkedIn Learning (30% then, 17% now), 10 points clear, inside the 13-point floor.Udemy Business leads at 27%, replacing LinkedIn Learning, which led at 30% and stands at 17% now: 10 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →EnterpriseUdemy 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.This page
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.Standing →EnterpriseUdemy 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.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 September 2026
01Udemy Business25%19%59accepted challenger▲+6Since September 2026: 21% → 27%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.21% → 27%
Udemy Business25%19%59accepted challenger▲+6Since September 2026: 21% → 27%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.21% → 27%02
LinkedIn Learning23%22%58accepted challenger▼−13Since September 2026: 30% → 17%, −13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.30% → 17%
LinkedIn Learning23%22%58accepted challenger▼−13Since September 2026: 30% → 17%, −13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.30% → 17%03
Go110%14%14accepted challenger▲+10Since September 2026: 0% → 10%, +10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 10%
Go110%14%14accepted challenger▲+10Since September 2026: 0% → 10%, +10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 10%04
Coursera for Business8%11%57accepted challenger▼−4Since September 2026: 14% → 10%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 10%
Coursera for Business8%11%57accepted challenger▼−4Since September 2026: 14% → 10%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 10%05
Docebo8%10%21accepted challenger=heldSince September 2026: 9% → 10%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 10%
Docebo8%10%21accepted challenger=heldSince September 2026: 9% → 10%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 10%06
Skillsoft Percipio4%12%34accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 2%
Skillsoft Percipio4%12%34accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 2%07
edX2%7%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
edX2%7%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%08
OpenSesame2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
OpenSesame2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the two products at 0%, ordered by negative rate
10
Litmos0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Litmos0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
Pluralsight0%7%29accepted 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%7%29accepted 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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Udemy Business25%
Udemy Business25%02LinkedIn Learning23%
LinkedIn Learning23%03Go110%
Go110%04Coursera for Business8%
Coursera for Business8%05Docebo8%
Docebo8%06Skillsoft Percipio4%
Skillsoft Percipio4%07edX2%
edX2%08OpenSesame2%
OpenSesame2%09Pluralsight0%
Pluralsight0%10Litmos0%
Litmos0%What they warned about
Three 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 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
LinkedIn Learning22%
13 of 58 labels negative · 11 of 14 models · 3 hard negative
“LinkedIn Learning is specifically flagged as a poor choice when cost predictability is the top priority because its enterprise pricing is opaque” Perplexity Sonar, budget prompt
Udemy Business19%
11 of 59 labels negative · 9 of 14 models · 3 hard negative
“"Practitioners' Marketplaces with Inconsistent Quality (e.g., Udemy Business) ... Lack of SCORM/AICC support — this eliminates them from consideration"” Muse Glimmer 30B, negative prompt
Coursera for Business11%
6 of 57 labels negative · 5 of 14 models · 1 hard negative
“**Why to avoid:** ... Multiple AI evaluations recommend approaching this library with caution or avoiding it entirely.” GLM 4.7 FlashX, negative prompt
Skillsoft Percipio12%
4 of 34 labels negative · 4 of 14 models · 1 hard negative
“**Cost prohibitive** ... **Content quality inconsistency** – Production quality varies wildly” GLM 4.7 FlashX, 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
79 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. 1153 links across 310 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.
vendor site · GoodHabitz32 answers · 40 citations · 12 models
vendor site · G230 answers · 38 citations · 11 models
28 answers · 34 citations · 9 models
vendor site · LearnWorlds27 answers · 40 citations · 11 models
vendor site · G224 answers · 54 citations · 10 models
vendor site · LinkedIn22 answers · 32 citations · 8 models
vendor site · Docebo19 answers · 22 citations · 9 models
vendor site · Coursera18 answers · 22 citations · 7 models
vendor site · LinkedIn17 answers · 24 citations · 10 models
16 answers · 18 citations · 7 models
16 answers · 16 citations · 7 models
15 answers · 19 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.
26 answers · 9 models
26 answers · 11 models
23 answers · 10 models
21 answers · 12 models
14 answers · 8 models
14 answers · 6 models
13 answers · 6 models
13 answers · 8 models
12 answers · 8 models
10 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 |
|---|---|---|---|---|---|---|---|
| Udemy Business udemy.com | 25% | 226 | 8,100 | 71 | 1,600,745 | $94 | 111 |
| LinkedIn linkedin.com LinkedIn Learning 23% | 23% | 214 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 |
| Go1 go1.com | 10% | 35 | 3,600 | 125 | 7,401 | 14 | |
| Coursera coursera.org Coursera for Business 8% | 8% | 152 | 450,000 | 8,614 | 18,845,147 company | $2,331 | 116 |
| Docebo docebo.com | 8% | 351 | 9,900 | 242 | 98,677 | 15 | |
| Skillsoft skillsoft.com Skillsoft Percipio 4% | 4% | 149 | 6,600 | 265 | 55,607 company | 5 | |
| edX edx.org | 2% | 45 | 60,500 | 1,391 | 595,855 | 108 | |
| OpenSesame opensesame.com | 2% | 32 | 33,100 | 93 | 26,404 | 25 | |
| O'Reilly oreilly.com | 2% | 13 | 1,220,000 | 101,549 | 315,143 | 37 | |
| Cornerstone cornerstoneondemand.com Cornerstone OnDemand 2% | 2% | 283 | 165,000 | 17,999 | 33,785 company | $428 | 100 |
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 4.5DoceboCornerstone OnDemand, Docebo, FranklinCoveyChangedno first choiceagainst: LitmosUdemy Businessno first choiceagainst: LinkedIn Learning, Skillsoft Percipio
Four alternatives
Adobe Learning Manager, LinkedIn Learning, Litmos, Udemy BusinessThree alternatives
CCL Passport, Coursera for Business, D2L BrightspaceOne alternative
Udemy BusinessTwo alternatives
LinkedIn Learning, iSpring LearnGPT-5.4 miniLinkedIn LearningCoursera for BusinessChangedno first choiceUdemy Businessno first choicenothing named
Four alternatives
Coursera for Business, DataCamp, Pluralsight, Udemy BusinessTwo alternatives
LinkedIn Learning, Udemy BusinessFour alternatives
Coursera for Business, LinkedIn Learning, Pluralsight, edXGemini 3.5 FlashLinkedIn Learningagainst: Udemy BusinessGo1Changedno first choiceGo1LinkedIn Learningagainst: Duolingo, MasterClass, Udemy Business
Five alternatives
Coursera for Business, Go1, OpenSesame, Pluralsight, Skillsoft PercipioThree alternatives
Coursera for Business, LinkedIn Learning, Udemy BusinessThree alternatives
LinkedIn Learning, OpenSesame, Udemy BusinessFour alternatives
Coursera for Business, O'Reilly, Pluralsight, Udemy BusinessPerplexity SonarUdemy BusinessDoceboChangedno first choiceGoodHabitzagainst: Coursera for Business, LinkedIn Learningno first choiceagainst: LinkedIn Learning
Four alternatives
Coursera for Business, LinkedIn Learning, OpenSesame, Skillsoft PercipioThree alternatives
Absorb LMS, Cornerstone OnDemand, Skillsoft PercipioTwo alternatives
Go1, Udemy BusinessGrok 4.1 FastLinkedIn Learning, Udemy BusinessLinkedIn LearningChangedno first choiceUdemy Businessagainst: 360Learning, Absorb LMS, Docebo, TalentLMS, iSpring Suiteno first choiceagainst: LinkedIn Learning, Skillsoft Percipio, Udemy Business
Two alternatives
Coursera for Business, PluralsightFour alternatives
Coursera for Business, Docebo, Skillsoft Percipio, Udemy BusinessThree alternatives
Coursera for Business, LinkedIn Learning, PluralsightMistral SmallUdemy BusinessCoursera for BusinessChangedno first choiceagainst: Go1Go1no first choiceagainst: LinkedIn Learning, MasterClass, Udemy Business
Four alternatives
Coursera for Business, Docebo, Litmos, edXThree alternatives
Docebo, Litmos, edXSix alternatives
Cornerstone Content Subscriptions, GoodHabitz, LinkedIn Learning, Simplilearn Learning Hub+, Skillsoft Percipio, Udemy BusinessTwo alternatives
Coursera for Business, edXDeepSeek V4 FlashCoursera for Business, OpenSesameSkillsoft PercipioChangedno first choiceno first choiceno first choiceagainst: Go1, LinkedIn Learning, Teachable, Udemy Business
Four alternatives
LinkedIn Learning, Pluralsight, Skillsoft Percipio, Udemy BusinessOne alternative
OpenSesameLlama 4 MaverickUdemy Businessno first choiceChangedCornerstone Content Subscriptionsno first choiceKnowledgeCityagainst: LinkedIn Learning, Udemy Business
Six alternatives
Adobe Learning Manager, Coursera for Business, Docebo, Litmos, Simplilearn, edXTwo alternatives
Skillsoft's Percipio, Udemy BusinessOne alternative
Learn EnterpriseQwen 3.7 FlashCoursera for Business, LinkedIn LearningUdemy BusinessChangedno first choiceO'Reilly for Organizationsno first choiceagainst: LinkedIn Learning, Udemy Business
Two alternatives
MEDDPICC Academy, ProspeoFive alternatives
Coursera for Business, DataCamp, LinkedIn Learning, Pluralsight, Skillsoft PercipioTwo alternatives
Pluralsight, Udemy BusinessKimi K2Udemy BusinessUdemy BusinessHeldno first choiceO'Reillyagainst: Cornerstone OnDemand, Docebo, SAP SuccessFactors, Workday Learningno first choiceagainst: RansomLeak
Three alternatives
Coursera for Business, LinkedIn Learning, edXTwo alternatives
LinkedIn Learning, PluralsightSix alternatives
Coursera for Business, LinkedIn Learning, O'Reilly, Pluralsight, Skillsoft Percipio, Udemy BusinessTwo alternatives
Coursera for Business, LinkedIn LearningGLM 4.7 FlashXLinkedIn Learning, Udemy BusinessGo1Changedno first choiceedXno first choiceagainst: Coursera for Business, LinkedIn Learning, Pluralsight, Skillsoft Percipio, SlideShare, YouTube
Three alternatives
Coursera for Business, Docebo, Skillsoft PercipioThree alternatives
Coursera for Business, Skillsoft Percipio, Udemy BusinessFour alternatives
Coursera for Business, LinkedIn Learning, Skillsoft Percipio, Udemy BusinessTwo alternatives
Coursera for Business, Udemy BusinessMiniMax M2.5no first choiceno first choiceHeldno first choice360Learning, Docebo, LearnUponagainst: Coggnono first choiceagainst: Coursera for Business, LinkedIn Learning, Udemy Business, edX
Seven alternatives
Coursera for Business, Docebo, LinkedIn Learning, Pluralsight, Sana Learn, Skillsoft Percipio, Udemy BusinessOne alternative
WorkademyGPT-6 LunaLinkedIn LearningLinkedIn LearningHeldLinkedIn Learning, Udemy BusinessLinkedIn Learningno first choiceagainst: Coursera for Business, LinkedIn Learning, Udemy Business
Two alternatives
Coursera for Business, Udemy BusinessTwo alternatives
Coursera for Business, Udemy BusinessFour alternatives
Coursera for Business, O'Reilly, Pluralsight, Skillsoft PercipioTwo alternatives
Coursera for Business, Udemy BusinessMuse Glimmer 30BLinkedIn Learning, Udemy BusinessSkillsoft PercipioChangedno first choiceGo1against: Coursera for Business, LinkedIn Learning, Udemy Businessno first choiceagainst: Coursera for Business, LinkedIn Learning, Pluralsight, Skillsoft Percipio, Udemy Business
Three alternatives
Coursera for Business, Degreed, Skillsoft PercipioThree alternatives
Coursera for Business, Go1, LinkedIn LearningTwo alternatives
BizLibrary, OpenSesameBold 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 10:07 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:57 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:24 | yes | 17 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:34 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:41 | yes | 24 | 21 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:50 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:57 | yes | 23 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:20 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:09 | yes | 10 | 42 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:46 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:04 | yes | 25 | 132 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:57 | yes | 10 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:52 | yes | 3 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:05 | yes | 15 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:46 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:52 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:33 | yes | 15 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:42 | yes | 19 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:53 | yes | 25 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:39 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:08 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:22 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:32 | yes | 10 | 45 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:08 | yes | 25 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:01 | yes | 25 | 49 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:10 | yes | 10 | 41 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:08 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:42 | yes | 25 | 36 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:01 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:42 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:15 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:09 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:56 | yes | 24 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:37 | yes | 7 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:08 | yes | 24 | 58 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:49 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:55 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:43 | yes | 23 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:16 | yes | 24 | 137 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:04 | yes | 10 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:09 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:29 | yes | 15 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:59 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:03 | yes | 5 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:15 | yes | 22 | 60 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:56 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:22 | yes | 24 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:19 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:14 | yes | 24 | 13 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:23 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:26 | yes | 25 | 103 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:03 | yes | 25 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 22 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:35 | yes | 20 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:30 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:04 | yes | 24 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:15 | yes | 19 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:00 | yes | 3 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:48 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:20 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:42 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:10 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:58 | yes | 24 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:42 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:40 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:53 | no | 0 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:40 | yes | 15 | 20 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:12 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:04 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:40 | yes | 15 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:57 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:45 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:49 | yes | 7 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:33 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:28 | yes | 25 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:58 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:35 | yes | 24 | 54 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:37 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:41 | yes | 19 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:25 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:10 | yes | 23 | 112 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:25 | yes | 9 | 61 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:49 | yes | 4 | 34 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:27 | yes | 19 | 25 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 Learning Platform read as O'Reilly
Pluralsight Skills read as Pluralsight
SAP Litmos read as Litmos
Skillsoft read as Skillsoft Percipio
Skillsoft (Percipio) read as Skillsoft Percipio
Unresolved, counted raw
AWS Skill Builder
AWS Training
Aha! Learning (formerly Mindtools)
Blinkist
CCL Passport
Cornerstone Content
Docebo Content Library
ELG GROW
Edureka
KnowledgeCity
Learn Enterprise
Litmos content libraries
MEDDPICC Academy
O'Reilly for Organizations
O’Reilly Learning
Plethora by Insive
Prospeo
RansomLeak
Skillsoft's Percipio
TalentLMS TalentLibrary
Discontinued, still offered
No shut-down product was recommended here.