Online course libraries for small business buyers
Asked as “online course library for employees”, and as “corporate training content subscription”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
37%
Contested · LinkedIn Learning 22%
37Udemy Business22LinkedIn Learning11TalentLMS30others
37% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Udemy Business (34%) replaces LinkedIn Learning (24% then, 23% now), 11 points clear, inside the 13-point floor.Udemy Business leads at 34%, replacing LinkedIn Learning, which led at 24% and stands at 23% now: 11 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.This pageMid-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.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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Udemy Business37%15%55endorsed leader▲+14Since September 2026: 20% → 34%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked.20% → 34%
Udemy Business37%15%55endorsed leader▲+14Since September 2026: 20% → 34%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked.20% → 34%02
LinkedIn Learning22%26%57criticized challenger▼−1Since September 2026: 24% → 23%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.24% → 23%
LinkedIn Learning22%26%57criticized challenger▼−1Since September 2026: 24% → 23%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.24% → 23%03
TalentLMS11%0%28accepted challenger=heldSince September 2026: 13% → 13%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.13% → 13%
TalentLMS11%0%28accepted challenger=heldSince September 2026: 13% → 13%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.13% → 13%04
GoSkills9%0%27accepted challenger▼−7Since September 2026: 17% → 11%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.17% → 11%
GoSkills9%0%27accepted challenger▼−7Since September 2026: 17% → 11%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.17% → 11%05
Coursera for Business2%37%41criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
Coursera for Business2%37%41criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%Show the three products at 0%, ordered by negative rate
08
Skillsoft Percipio0%72%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%72%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%07
Pluralsight0%45%22criticized 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%45%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%06
Thinkific0%9%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Thinkific0%9%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 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% negative50%
Key
01Udemy Business37%
Udemy Business37%02LinkedIn Learning22%
LinkedIn Learning22%03TalentLMS11%
TalentLMS11%04GoSkills9%
GoSkills9%05Coursera for Business2%
Coursera for Business2%06Thinkific0%
Thinkific0%07Pluralsight0%
Pluralsight0%08Skillsoft Percipio0%
Skillsoft Percipio0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, 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.
Skillsoft Percipio72%
13 of 18 labels negative · 11 of 14 models · 9 hard negative
“Why to avoid:** Many legacy e-learning providers were built for Fortune 500 companies and still require a high minimum seat count” Gemini 3.5 Flash, negative prompt
Coursera for Business37%
15 of 41 labels negative · 11 of 14 models · 7 hard negative
“small businesses should approach the following five categories of course libraries with caution or avoid them entirely: Coursera for Business, Pluralsight Enterprise, and Skillsoft” Llama 4 Maverick, negative prompt
LinkedIn Learning26%
15 of 57 labels negative · 11 of 14 models · 1 hard negative
“**LinkedIn Learning** was specifically critiqued for having no ability to tailor content... **Why to avoid:**” Qwen 3.7 Flash, negative prompt
Pluralsight45%
10 of 22 labels negative · 9 of 14 models · 7 hard negative
“Listed alongside Coursera and Skillsoft as platforms to approach with caution or avoid entirely for small businesses” MiniMax M2.5, 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
78 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. 1048 links across 265 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.
44 answers · 71 citations · 10 models
vendor site · LearnWorlds34 answers · 40 citations · 12 models
vendor site · GoSkills32 answers · 66 citations · 12 models
vendor site · TalentLMS21 answers · 36 citations · 10 models
vendor site · LinkedIn21 answers · 28 citations · 9 models
vendor site · ProProfs Training21 answers · 26 citations · 9 models
vendor site · G220 answers · 36 citations · 10 models
16 answers · 16 citations · 10 models
vendor site · G215 answers · 18 citations · 7 models
15 answers · 15 citations · 8 models
vendor site · LinkedIn14 answers · 16 citations · 8 models
vendor site · SafetyCulture13 answers · 18 citations · 9 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.
41 answers · 10 models
29 answers · 11 models
20 answers · 10 models
18 answers · 10 models
16 answers · 10 models
16 answers · 8 models
14 answers · 9 models
12 answers · 6 models
11 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Udemy Business udemy.com | 37% | 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 | 11% | 348 | 8,100 | 103 | 82,431 | $1,179 | 119 | 2 |
| GoSkills goskills.com | 9% | 141 | 1,900 | 23 | 120,277 | 120 | ||
| LearnWorlds learnworlds.com | 4% | 83 | 5,400 | 67 | 27,442 | $51 | 69 | |
| SC Training safetyculture.com | 4% | 53 | 590 | 825 | 466,981 | 1 | ||
| ProProfs proprofstraining.com ProProfs Training Maker 2% | 2% | 46 | 170 | 1 | 39,341 | 0 | ||
| 360Learning 360learning.com | 2% | 266 | 2,400 | 40 | 45,896 | 8 | ||
| Coursera coursera.org Coursera for Business 2% | 2% | 152 | 450,000 | 8,614 | 18,845,147 company | $2,331 | 116 | |
| iSpring Learn ispring.com | 2% | 112 | 390 | 12 | 53,048 | $46 | 37 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (talentlms.com). 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 small B2B company?”Paraphrase“Which corporate training content subscription would you recommend to a small business that sells to other businesses?”Comparative“What are the top course libraries for a small team and how do they differ?”Budget-constrained“What is the best online course library for employees for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an online course library for employees. What should we look at?”Negative“Which course libraries should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceagainst: MasterClassLearnWorldsChangedagainst: Coursera for BusinessGoSkillsUdemy Businessno first choicenothing named
Two alternatives
TalentLMS, ThinkificFour alternatives
360Learning, Coassemble, Pluralsight, TalentLMSFour alternatives
GoSkills, ProProfs Training Maker, Skillshare for Business, TalentLMSGPT-5.4 miniUdemy BusinessUdemy BusinessHeldPodia, Teachable, ThinkificUdemy Businessno first choiceagainst: SHRM
Three alternatives
BizLibrary, Coursera for Business, LinkedIn LearningOne alternative
LinkedIn LearningTwo alternatives
Kajabi, LearnWorldsTwo alternatives
Coursera for Business, LinkedIn LearningGemini 3.5 FlashLinkedIn Learning, Udemy BusinessLinkedIn LearningChangedUdemy BusinessSC TrainingLinkedIn Learning, Udemy Businessagainst: Cornerstone Content Anytime, Coursera for Business, LinkedIn Learning, OpenSesame, Skillsoft Percipio, Teachable, Thinkific, Udemy Business, edX
Three alternatives
BizLibrary, Coursera for Business, SC TrainingThree alternatives
HubSpot Academy, JB Sales, Sales Gravy UniversityFive alternatives
Coursera for Business, LinkedIn Learning, O'Reilly, Pluralsight, Skillshare for TeamsFive alternatives
Alison, GoSkills, Google Classroom, LinkedIn Learning, Udemy BusinessThree alternatives
Coursera for Business, O'Reilly, PluralsightPerplexity SonarLinkedIn Learningagainst: Litmos, Skillsoft PercipioTalentLMSChangedGoSkillsagainst: LitmosGoSkillsagainst: Udemy Businessno first choiceagainst: StackSocial bundle libraries, Toronto Public Library's eLearning platform
Two alternatives
GoSkills, Udemy BusinessOne alternative
Udemy BusinessFour alternatives
BizLibrary, ProProfs Training Maker, TalentLMS, Udemy BusinessFour alternatives
Coursera for Business, LinkedIn Learning, MIT Open Learning Library, SBA Learning PlatformGrok 4.1 FastUdemy BusinessUdemy BusinessHeldGoSkills, LinkedIn LearningTalentLMSagainst: Coursera for Business, LinkedIn Learningno first choiceagainst: Coursera for Business, LinkedIn Learning, MasterClass, Pluralsight, Skillsoft Percipio
Three alternatives
Coursera for Business, LinkedIn Learning, TalentLMSOne alternative
LinkedIn LearningTwo alternatives
Pluralsight, Udemy BusinessThree alternatives
GoSkills, Moodle, Udemy BusinessMistral SmallLinkedIn Learning, Udemy BusinessiSpring LearnChangedGoSkillsUdemy Businessno first choiceagainst: Coursera for Business, LinkedIn Learning, MasterClass, Pluralsight, Skillsoft Percipio
Three alternatives
FranklinCovey, LearnWorlds, ThinkificFour alternatives
BizLibrary, LinkedIn Learning, OttoLearn, Udemy BusinessTwo alternatives
GoSkills, LitmosDeepSeek V4 FlashUdemy BusinessLinkedIn LearningChangedagainst: Coursera for Business, Go1, Pluralsight, Skillsoft PercipioGoSkillsagainst: Skillsoft PercipioGoSkillsTalentLMSagainst: Coursera for Business, Go1, LinkedIn Learning, OpenSesame, Pluralsight, Skillshare, Skillsoft Percipio, Udemy Business
Four alternatives
Coursera for Business, Go1, LinkedIn Learning, OpenSesameTwo alternatives
SalesHacker, Udemy BusinessThree alternatives
LinkedIn Learning, TalentLMS, Udemy BusinessThree alternatives
DataCamp, MindTools, TalentLMSFive alternatives
Coursera for Business, GoSkills, LinkedIn Learning, ProProfs Training Maker, Udemy BusinessLlama 4 Maverickno first choiceLearnWorldsChangedno first choiceTalentLMSno first choiceagainst: Coursera for Business, LinkedIn Learning, MasterClass, Pluralsight, Skillsoft Percipio
Four alternatives
Kajabi, LearnDash, Teachable, ThinkificQwen 3.7 FlashUdemy BusinessUdemy BusinessHeldUdemy BusinessGoSkillsLinkedIn Learning, Udemy Businessagainst: YouTubeagainst: Coursera for Business, LinkedIn Learning, Pluralsight, Skillsoft Percipio
Two alternatives
Coursera for Business, LinkedIn LearningTwo alternatives
LinkedIn Learning, PluralsightThree alternatives
Coursera for Business, LinkedIn Learning, PluralsightThree alternatives
EdApp, HubSpot Academy, Udemy BusinessTwo alternatives
EdCast, TalentLMSKimi K2Coursera for Business, LinkedIn LearningUdemy BusinessChangedUdemy BusinessTalentLMSagainst: LinkedIn Learning360Learning, Go1, TalentLMSagainst: LinkedIn Learningagainst: Coursera for Business, LinkedIn Learning, Pluralsight, Skillsoft Percipio
Three alternatives
GoSkills, TalentLMS, Udemy BusinessOne alternative
LinkedIn LearningFive alternatives
Coursera for Business, GoSkills, LinkedIn Learning, Pluralsight, Skillshare for TeamsThree alternatives
Khan Academy, SC Training, Udemy BusinessThree alternatives
BizLibrary, EasyLlama, TrainualGLM 4.7 FlashXLinkedIn Learningagainst: Coursera for Business, Udemy BusinessLinkedIn LearningHeldTruPeeragainst: Udemy BusinessGoSkillsno first choiceagainst: Coursera for Business, Go1, LinkedIn Learning, MasterClass, OpenSesame, Skillshare, Skillsoft Percipio, Udemy Business
Two alternatives
GoSkills, TalentLMSThree alternatives
Coursera for Business, Skillsoft Percipio, Udemy BusinessTen alternatives
Coursebox, Coursera for Business, GoSkills, LearnWorlds, LinkedIn Learning, Litmos, O'Reilly, Pluralsight, Skillshare, TalentLMSThree alternatives
360Learning, Connecteam, TalentLMSMiniMax M2.5GoSkills, Udemy BusinessLinkedIn LearningChangedLinkedIn Learning, Udemy BusinessAlison, SCOREno first choiceagainst: Coursera for Business, LinkedIn Learning, MasterClass, Pluralsight, Skillsoft Percipio
Three alternatives
BizLibrary Collection, Coursera for Business, LinkedIn LearningTwo alternatives
John Barrows' Sales Training, Udemy BusinessThree alternatives
Coursera for Business, GoSkills, PluralsightTwo alternatives
TalentLMS, Udemy BusinessGPT-6 LunaUdemy BusinessLinkedIn LearningChangedLinkedIn Learning, Udemy BusinessUdemy Businessagainst: LinkedIn Learningno first choiceagainst: LinkedIn Learning, Pluralsight, Udemy Business
Three alternatives
Coursera for Business, Go1, LinkedIn LearningTwo alternatives
HubSpot Academy, Udemy BusinessTwo alternatives
Coursera for Business, PluralsightTwo alternatives
HubSpot Academy, Microsoft LearnMuse Glimmer 30BUdemy Businessagainst: Docebo, Moodle WorkplaceUdemy BusinessHeldno first choiceProProfs Training Maker, SC Trainingno first choiceagainst: Cornerstone OnDemand, Coursera for Business, Degreed, Docebo, Kajabi, LinkedIn Learning, MasterClass, Pluralsight, Skillsoft Percipio, Udemy Business
Two alternatives
LinkedIn Learning, OpenSesameTwo alternatives
Coursera for Business, LinkedIn LearningFive alternatives
Coursera for Business, OpenSesame, TalentLMS with TalentLibrary / Absorb TalentLibrary, Udemy Business, edXTwo alternatives
GoSkills, TalentLMSBold 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 07:43 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:17 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:36 | yes | 18 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:46 | yes | 19 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:44 | yes | 25 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:26 | yes | 13 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:00 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:16 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:05 | yes | 14 | 52 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:04 | yes | 20 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:27 | yes | 21 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:19 | yes | 10 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:14 | yes | 4 | 9 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:51 | yes | 15 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:48 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:29 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:06 | yes | 13 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:06 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:01 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:08 | yes | 13 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:45 | yes | 23 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:26 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:54 | yes | 11 | 51 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:56 | yes | 25 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:13 | no | 0 | 11 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:00 | yes | 16 | 66 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:45 | yes | 3 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:59 | yes | 18 | 35 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:30 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:01 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:14 | yes | 15 | 54 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:22 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 24 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:53 | yes | 13 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:31 | yes | 22 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:46 | yes | 5 | 5 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:59 | yes | 9 | 45 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:33 | yes | 22 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:12 | yes | 23 | 259 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:42 | yes | 13 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:34 | yes | 4 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:11 | yes | 14 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:37 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:15 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:17 | yes | 16 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:06 | yes | 22 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:06 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:56 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:46 | yes | 23 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:10 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:55 | yes | 14 | 79 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:09 | yes | 19 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:53 | yes | 23 | 135 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:53 | yes | 15 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:36 | yes | 3 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:07 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:09 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:46 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:16 | yes | 16 | 53 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:52 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:52 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:26 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:52 | yes | 16 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:42 | yes | 10 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:07 | yes | 15 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:11 | yes | 15 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:38 | yes | 10 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:01 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:44 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:52 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:41 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:48 | yes | 15 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:09 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:45 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:19 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:30 | yes | 21 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:58 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:37 | yes | 5 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 11 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:11 | yes | 13 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:53 | yes | 15 | 50 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:07 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:05 | yes | 12 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Absorb read as Absorb LMS
Cornerstone read as Cornerstone OnDemand
Coursera read as Coursera for Business
Pluralsight Skills read as Pluralsight
ProProfs read as ProProfs Training Maker
SAP Litmos read as Litmos
Skillsoft read as Skillsoft Percipio
Skillsoft (Percipio) read as Skillsoft Percipio
Skillsoft (Skillsoft Percipio) read as Skillsoft Percipio
Unresolved, counted raw
BizLibrary Collection
Cornerstone Content Anytime
Coursebox.ai
Grovo
JB Sales (by John Barrows)
John Barrows' Sales Training
MIT Open Learning Library
OttoLearn
O’Reilly Media
Pipeliner sales training
SBA Learning Platform
Sales Gravy University
SalesHacker
Salesfolk
Skillshare for Business
Skillshare for Teams
StackSocial bundle libraries
TalentLMS with TalentLibrary / Absorb TalentLibrary
Toronto Public Library's eLearning platform
Discontinued, still offered
No shut-down product was recommended here.