Customer education and LMS for enterprise buyers
Asked as “customer education platform”, and as “customer training LMS”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
34%
Contested · Docebo 21%
34Skilljar21Docebo09Gainsight Customer Education36others
34% of first choices, contested.
Since October 2026▲+3Since October 2026: 31% → 34%, +3 points. Inside the 11-point floor: within noise.Skilljar held the lead, +3 points on 31%, inside the 11-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
TalentLMS56%Clear leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-market
Skilljar22%Contested↗new leaderNew leader since October 2026: Skilljar (22%) replaces LearnUpon (26% then, 20% now), 2 points clear, inside the 11-point floor.Standing →EnterpriseSkilljar34%Contested▲+3Since October 2026: 31% → 34%, +3 points. Inside the 11-point floor: within noise.This page
TalentLMS56%Clear leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-marketSkilljar22%Contested↗new leaderNew leader since October 2026: Skilljar (22%) replaces LearnUpon (26% then, 20% now), 2 points clear, inside the 11-point floor.Standing →EnterpriseSkilljar34%Contested▲+3Since October 2026: 31% → 34%, +3 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Skilljar34%15%59endorsed leader▲+3Since October 2026: 31% → 34%, +3 points. Inside the 11-point floor: within noise.31% → 34%
Skilljar34%15%59endorsed leader▲+3Since October 2026: 31% → 34%, +3 points. Inside the 11-point floor: within noise.31% → 34%02
Docebo21%21%63accepted challenger▲+2Since October 2026: 19% → 21%, +2 points. Inside the 11-point floor: within noise.19% → 21%
Docebo21%21%63accepted challenger▲+2Since October 2026: 19% → 21%, +2 points. Inside the 11-point floor: within noise.19% → 21%03
Gainsight Customer Education9%0%16accepted challenger▼−3Since October 2026: 12% → 9%, −3 points. Inside the 11-point floor: within noise.12% → 9%
Gainsight Customer Education9%0%16accepted challenger▼−3Since October 2026: 12% → 9%, −3 points. Inside the 11-point floor: within noise.12% → 9%04
Thought Industries8%6%47accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%
Thought Industries8%6%47accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%05
Intellum8%0%32accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%
Intellum8%0%32accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%06
Absorb LMS6%14%37accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Absorb LMS6%14%37accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%07
Teachable6%53%15criticized challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%
Teachable6%53%15criticized challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%08
LearnUpon4%10%30accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
LearnUpon4%10%30accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%Show the two products at 0%, ordered by negative rate
10
Thinkific0%73%11criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Thinkific0%73%11criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
WorkRamp0%0%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
WorkRamp0%0%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Skilljar vs Absorb LMSSkilljar vs Thought IndustriesSkilljar vs 360LearningSkilljar vs WorkRampLearnUpon vs TalentLMSLearnUpon vs LearnWorldsLearnUpon vs Absorb LMSLearnUpon vs Thought IndustriesLearnUpon vs 360LearningLearnUpon vs WorkRampTalentLMS vs LearnWorldsTalentLMS vs Absorb LMSTalentLMS vs Thought IndustriesTalentLMS vs 360LearningTalentLMS vs WorkRampLearnWorlds vs Absorb LMSLearnWorlds vs Thought IndustriesLearnWorlds vs 360LearningLearnWorlds vs WorkRampAbsorb LMS vs Thought IndustriesAbsorb LMS vs 360LearningAbsorb LMS vs WorkRampThought Industries vs 360LearningThought Industries vs WorkRamp360Learning vs WorkRamp
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% negative50%
Key
01Skilljar34%
Skilljar34%02Docebo21%
Docebo21%03Gainsight Customer Education9%
Gainsight Customer Education9%04Thought Industries8%
Thought Industries8%05Intellum8%
Intellum8%06Absorb LMS6%
Absorb LMS6%07Teachable6%
Teachable6%08LearnUpon4%
LearnUpon4%09WorkRamp0%
WorkRamp0%10Thinkific0%
Thinkific0%What they warned about
Two 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 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Docebo21%
13 of 63 labels negative · 10 of 14 models · 1 hard negative
“Avoid using it solely as a customer academy unless the enterprise also wants a broad internal-and-external learning platform.” Perplexity Sonar, negative prompt
Thinkific73%
8 of 11 labels negative · 8 of 14 models · 6 hard negative
“Large enterprises should avoid or be cautious about platforms like TalentLMS and Thinkific Plus for complex, large-scale customer education.” Mistral Small, negative prompt
Teachable53%
8 of 15 labels negative · 7 of 14 models · 6 hard negative
“Small/Mid-Market or Lightweight Tools (e.g., Teachable, Thinkific, Kajabi...) (Avoid at enterprise scale)” Grok 4.20, negative prompt
Kajabi100%
6 of 6 labels negative · 6 of 14 models · 6 hard negative
“Creator-First Platforms (The "Influencer" Tools) Examples: *Kajabi, Podia, Teachable (Standard Plans)* ... Why to Avoid:” Qwen 3.7 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
75 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. 919 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 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.
36 answers · 63 citations · 13 models
vendor site · Intellum27 answers · 65 citations · 12 models
vendor site · Teachable23 answers · 37 citations · 12 models
vendor site · Edmingle23 answers · 25 citations · 9 models
vendor site · Skilljar22 answers · 38 citations · 10 models
vendor site · Mini Course Generator22 answers · 25 citations · 10 models
vendor site · Teachfloor22 answers · 22 citations · 11 models
21 answers · 24 citations · 8 models
vendor site · Eurekos20 answers · 20 citations · 9 models
19 answers · 19 citations · 9 models
vendor site · LearnWorlds16 answers · 24 citations · 7 models
vendor site · EasyWebinar16 answers · 16 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
22 answers · 9 models
22 answers · 9 models
22 answers · 11 models
20 answers · 9 models
19 answers · 9 models
18 answers · 9 models
16 answers · 8 models
15 answers · 8 models
14 answers · 10 models
14 answers · 8 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 customer education platform”, “customer education platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Skilljar skilljar.com | 34% | 157 | 3,600 | 67 | 233,929 | 23 | ||
| Docebo docebo.com | 21% | 149 | 9,900 | 242 | 98,677 | 15 | 5 | |
| Gainsight gainsight.com Gainsight Customer Education 9%, Gainsight 0% | 9% | 32 | 8,100 | 426 | 59,569 | 58 | 9 | |
| Thought Industries thoughtindustries.com | 8% | 104 | 720 | 11 | 9,665 | 17 | 1 | |
| Intellum intellum.com | 8% | 46 | 880 | 7 | 7,721 | 1 | ||
| Absorb LMS absorbai.com | 6% | 96 | 2,900 | 34 | 16,283 | $8 | 120 | |
| Teachable teachable.com | 6% | 29 | 22,200 | 873 | 666,649 | $529 | 42 | 8 |
| LearnUpon learnupon.com | 4% | 92 | 5,400 | 55 | 81,523 | 40 | ||
| Didask didask.com | 2% | 12 | ||||||
| Easy LMS easy-lms.com | 2% | 2 | 260 | 10 | 17,072 | 0 |
Google's top ten for the two searches hold 13 sites; 4 of them are among the sites the models cited here (g2.com, intellum.com, learnworlds.com, teachable.com). The first result for “best customer education platform” is intellum.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 customer education platform for an enterprise B2B company?”Paraphrase“Which customer training LMS would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade customer education platforms and how do they differ?”Budget-constrained“What is the best customer education platform 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 a customer education platform. What should we look at?”Negative“Which customer education platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceDoceboChangedSkilljarGainsight Customer Education, Skilljarno first choicenothing named
Two alternatives
LearnUpon, SkilljarFour alternatives
Docebo, Intellum, Thought Industries, WorkRampOne alternative
DoceboGPT-5.4 miniSkilljarDoceboChangedSkilljar, Thought IndustriesThought Industriesno first choiceagainst: LearnUpon
Three alternatives
Absorb LMS, Docebo, LearnUponTwo alternatives
Absorb LMS, LearnUponTwo alternatives
Docebo, LearnUponOne alternative
LearnUponGemini 3.5 FlashSkilljarThought IndustriesChangedSkilljarIntellum, Thought Industriesagainst: Docebo, Skilljarno first choiceagainst: Cornerstone, Workday Learningagainst: BambooHR LMS, Canvas LMS, Coassemble, Cornerstone OnDemand, Kajabi, LearnWorlds, Moodle, Podia, SAP SuccessFactors Learning, TalentLMS, Teachable, Thinkific, Workday Learning, iSpring Learn
Four alternatives
Docebo, Intellum, Thought Industries, WorkRampFour alternatives
Docebo, Gainsight Customer Education, Intellum, SkilljarFour alternatives
Docebo, Intellum, Thought Industries, WorkRampPerplexity SonarSkilljarDoceboChangedSkilljar, Thought IndustriesGainsight Customer Educationagainst: Docebo, Skilljarno first choiceagainst: Absorb LMS, Disco, Docebo, LearnUpon, LearnWorlds, Skilljar, TalentLMS, Teachfloor, Thinkific, Thought Industries
Three alternatives
Docebo, Thought Industries, WorkRampFour alternatives
Absorb LMS, Intellum, LearnUpon, SkilljarSix alternatives
Absorb LMS, Adobe Learning Manager, Docebo, Intellum, LearnUpon, WorkRampGrok 4.20Doceboagainst: TeachableAbsorb LMS, DoceboChangedAbsorb LMS, DoceboIntellumagainst: SkilljarSkilljaragainst: Doceboagainst: Cornerstone OnDemand, Docebo, Kajabi, Mini Course Generator, Moodle-based systems, SAP SuccessFactors Learning, Teachable, Thinkific
Two alternatives
Absorb LMS, SkilljarFour alternatives
360Learning, Litmos, Skilljar, Thought IndustriesThree alternatives
Intellum, Skilljar, Thought IndustriesTwo alternatives
Absorb LMS, Thought IndustriesTwo alternatives
Intellum, LearnWorldsMistral SmallSkilljarAbsorb LMS, LearnUponChangedDocebo, IntellumSkilljarno first choiceagainst: TalentLMS, Thinkific
Three alternatives
Docebo, Thought Industries, WorkRampThree alternatives
Absorb LMS, Eurekos, Thought IndustriesTwo alternatives
Docebo, WorkRampDeepSeek V4 FlashSkilljarDoceboChangedSkilljarGainsight Customer Educationagainst: Docebo, Thought IndustriesSkilljaragainst: Absorb LMS, Docebo, Kajabi, LearnUpon, Moodle, Teachable, Thinkific
Four alternatives
Docebo, Intellum, Thought Industries, WorkRampFour alternatives
Absorb LMS, Intellum, Skilljar, Thought IndustriesFive alternatives
Absorb LMS, Docebo, Intellum, Thought Industries, WorkRampTwo alternatives
Skilljar, TeachableFour alternatives
Absorb LMS, Docebo, Intellum, Thought IndustriesLlama 4 MaverickSkilljarDidask, Docebo, Rise UpChangedno first choiceSkilljarno first choiceagainst: Docebo
Three alternatives
Docebo, Thought Industries, WorkRampThree alternatives
Gainsight Customer Education, Thought Industries, WorkRampQwen 3.7 FlashSkilljarDoceboChangedSkilljarTeachableagainst: Docebo, Skilljar, Thought Industriesno first choiceagainst: Blackboard, Box, Demio, Dropbox Folders, Kajabi, Livestorm, Moodle, ON24, Podia, SharePoint, Teachable, Zoom Webinars
Four alternatives
Absorb LMS, Docebo, Instruqt, SkillableThree alternatives
LearnUpon, Skilljar, Thought IndustriesFive alternatives
Absorb LMS, Docebo, Gainsight, Thought Industries, WorkRampKimi K2IntellumIntellumHeldSkilljarGainsight Customer Educationagainst: Skilljar, TalentLMSSkilljaragainst: Cornerstone, SAP Litmos, Workday Learningagainst: Absorb LMS, Canvas, Docebo, Moodle, Skilljar
Four alternatives
Absorb LMS, Docebo, Skilljar, Thought IndustriesFive alternatives
Absorb LMS, Docebo, LearnUpon, Skilljar, Thought IndustriesSeven alternatives
Absorb LMS, CloudShare, Docebo, Intellum, LearnUpon, Skillable, Thought IndustriesTwo alternatives
Teachable, ThinkificFour alternatives
Docebo, Gainsight Customer Education, Intellum, LearnWorldsGLM 4.7 FlashXSkilljarDoceboChangedSkilljarGainsight Customer Education, Teachableno first choiceagainst: Absorb LMS, Docebo, SAP Enable Now, Teachable, uTeach
Three alternatives
Absorb LMS, Docebo, Thought IndustriesThree alternatives
Absorb LMS, Skilljar, Thought IndustriesFive alternatives
360Learning, Absorb LMS, Docebo, Eurekos, Thought IndustriesOne alternative
TOPYXMiniMax M2.5Absorb LMSDocebo, LearnUponChangedAbsorb LMS, IntellumTeachableno first choiceagainst: Blackboard, Kajabi, Moodle, SAP SuccessFactors Learning, Teachable, Thinkific, Wizlearn
Five alternatives
Eurekos, Intellum, LearnUpon, Skilljar, Thought IndustriesThree alternatives
Absorb LMS, Rippling, Workday LearningFour alternatives
Docebo, Eurekos, TalentLMS, Thought IndustriesThree alternatives
Gainsight Customer Education, LMS Portals Enterprise, ThinkificGPT-6 LunaSkilljarSkilljarHeldSkilljar, Thought IndustriesThought Industriesagainst: SkilljarSkilljaragainst: Docebo, Skilljar, TalentLMS, Thinkific
Three alternatives
Docebo, Intellum, Thought IndustriesTwo alternatives
Docebo, LearnUponThree alternatives
Docebo, Intellum, LearnUponThree alternatives
Docebo, LearnUpon, Thought IndustriesMuse Glimmer 30BSkilljarDoceboChangedSkilljarEasy LMSno first choiceagainst: Absorb LMS, Docebo, Kajabi, LearnWorlds, Mini Course Generator, TalentLMS, Teachable, Thinkific, Trainn
Four alternatives
Absorb LMS, Docebo, Intellum, Thought IndustriesThree alternatives
LearnUpon, Skilljar, Thought IndustriesSix alternatives
Absorb LMS, Docebo, Learn:Up, LearnUpon, Thought Industries, WorkRampTwo alternatives
Docebo Learn, TeachableBold 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 11:07 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:27 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:25 | yes | 11 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:09 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:30 | yes | 5 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:09 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:43 | yes | 23 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:15 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:20 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:25 | yes | 20 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:02 | yes | 14 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:47 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:35 | yes | 5 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:22 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:26 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:10 | yes | 3 | 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 10:35 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:55 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:49 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:08 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:46 | yes | 23 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:24 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:27 | yes | 17 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:36 | yes | 25 | 52 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:36 | yes | 5 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:46 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:53 | yes | 15 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:52 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:48 | yes | 5 | 8 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 15:47 | yes | 13 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:41 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:18 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:03 | yes | 22 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:49 | yes | 23 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:42 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:17 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:10 | yes | 20 | 61 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:05 | yes | 24 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:49 | yes | 9 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:44 | yes | 5 | 39 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:05 | yes | 23 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:08 | yes | 17 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 3 | 4 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 10:31 | yes | 11 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:51 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 24 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:37 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 24 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:31 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:45 | yes | 15 | 67 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:07 | yes | 24 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:20 | yes | 20 | 78 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:48 | yes | 20 | 87 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:23 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:49 | yes | 20 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:51 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:00 | yes | 4 | 9 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 11:21 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:04 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:07 | yes | 9 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:45 | yes | 25 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:13 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:26 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:12 | yes | 24 | 62 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:24 | yes | 13 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:47 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:14 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:07 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:44 | yes | 4 | 7 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 13:24 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 19 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:26 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:23 | yes | 21 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:39 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:58 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:49 | yes | 23 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:55 | yes | 23 | 69 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:23 | no | 0 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:19 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:52 | yes | 21 | 38 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
SAP SuccessFactors read as SAP SuccessFactors Learning
Workday read as Workday Learning
Unresolved, counted raw
Acadle
Docebo Learn
Dropbox Folders
Guider
LMS Portals Enterprise
Moodle-based systems
Paradiso Solutions
TOPYX
ThoughtIndustries
Wizlearn
Discontinued, still offered
No shut-down product was recommended here.