Customer education and LMS for small business buyers
Asked as “customer education platform”, and as “customer training LMS”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
49%
Clear leader
49TalentLMS18LearnWorlds09Thinkific25others
49% of first choices, clear leader.
Since September 2026▼−3Since September 2026: 49% → 46%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.TalentLMS held the lead, −3 points on 49%, 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
TalentLMS49%Clear leader▼−3Since September 2026: 49% → 46%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
LearnUpon26%Contested↗new leaderNew leader since September 2026: LearnUpon (28%) replaces TalentLMS (33% then, 24% now), 4 points clear, inside the 11-point floor.Standing →Enterprise
Skilljar31%Contested▼−4Since September 2026: 33% → 29%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
TalentLMS49%Clear leader▼−3Since September 2026: 49% → 46%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketLearnUpon26%Contested↗new leaderNew leader since September 2026: LearnUpon (28%) replaces TalentLMS (33% then, 24% now), 4 points clear, inside the 11-point floor.Standing →EnterpriseSkilljar31%Contested▼−4Since September 2026: 33% → 29%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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
01TalentLMS49%2%60endorsed leader▼−3Since September 2026: 49% → 46%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.49% → 46%
TalentLMS49%2%60endorsed leader▼−3Since September 2026: 49% → 46%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.49% → 46%02
LearnWorlds18%2%49accepted challenger▼−16Since September 2026: 35% → 19%, −16 points. Past the 11-point floor: movement. Read over the models both editions asked.35% → 19%
LearnWorlds18%2%49accepted challenger▼−16Since September 2026: 35% → 19%, −16 points. Past the 11-point floor: movement. Read over the models both editions asked.35% → 19%03
Thinkific9%6%32accepted challenger▲+2Since September 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 8%
Thinkific9%6%32accepted challenger▲+2Since September 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 8%04
Gainsight Customer Education5%33%24criticized challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%
Gainsight Customer Education5%33%24criticized challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%05Skilljar5%69%48criticized challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%
Skilljar5%69%48criticized challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%06
Guideflow4%0%11accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Guideflow4%0%11accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%07
Disco2%6%17accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Disco2%6%17accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%08
Teachable2%12%17accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Teachable2%12%17accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the six products at 0%, ordered by negative rate
14
Docebo0%82%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Docebo0%82%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
Thought Industries0%74%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Thought Industries0%74%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
Absorb LMS0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Absorb LMS0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Intellum0%55%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Intellum0%55%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10LearnUpon0%54%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
LearnUpon0%54%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%09
WorkRamp0%42%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
WorkRamp0%42%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 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 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.
All twenty-eight head-to-head pages: the top eight products, each against each
LearnUpon vs ThinkificLearnUpon vs WorkRampLearnUpon vs Gainsight Customer EducationLearnUpon vs Absorb LMSSkilljar vs TalentLMSSkilljar vs LearnWorldsSkilljar vs ThinkificSkilljar vs WorkRampSkilljar vs Gainsight Customer EducationSkilljar vs Absorb LMSTalentLMS vs LearnWorldsTalentLMS vs ThinkificTalentLMS vs WorkRampTalentLMS vs Gainsight Customer EducationTalentLMS vs Absorb LMSLearnWorlds vs ThinkificLearnWorlds vs WorkRampLearnWorlds vs Gainsight Customer EducationLearnWorlds vs Absorb LMSThinkific vs WorkRampThinkific vs Gainsight Customer EducationThinkific vs Absorb LMSWorkRamp vs Gainsight Customer EducationWorkRamp vs Absorb LMSGainsight Customer Education vs Absorb LMS
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01TalentLMS49%
TalentLMS49%02LearnWorlds18%
LearnWorlds18%03Thinkific9%
Thinkific9%04Gainsight Customer Education5%
Gainsight Customer Education5%05Skilljar5%
Skilljar5%06Guideflow4%
Guideflow4%07Disco2%
Disco2%08Teachable2%
Teachable2%09WorkRamp0%
WorkRamp0%10LearnUpon0%
LearnUpon0%11Intellum0%
Intellum0%12Absorb LMS0%
Absorb LMS0%13Thought Industries0%
Thought Industries0%14Docebo0%
Docebo0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and MiniMax M2.5 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.
Skilljar69%
33 of 48 labels negative · 13 of 14 models · 9 hard negative
“Avoid enterprise-grade platforms for now. Tools like ... **Skilljar**, and **Docebo** are excellent but designed for mid-market to enterprise budgets” DeepSeek V4 Flash, budget prompt
Docebo82%
23 of 28 labels negative · 12 of 14 models · 13 hard negative
“an **enterprise** LMS ... pricing around **$25K+/year**; that makes it more likely to be more than a small business needs” Perplexity Sonar, negative prompt
Thought Industries74%
14 of 19 labels negative · 10 of 14 models · 7 hard negative
“Implementation is complex and assumes you have a dedicated education team, making it less suitable for small businesses with tight budgets.” Mistral Small, negative prompt
Gainsight Customer Education33%
8 of 24 labels negative · 6 of 14 models · 2 hard negative
“Avoid enterprise-grade platforms for now. Tools like **Northpass (~$600+/month)** ... would be overkill” DeepSeek V4 Flash, budget 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. 1058 links across 161 sites, every framing counted. Ranked by the number of answers carrying the site or page. 22 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 · LearnWorlds45 answers · 101 citations · 12 models
vendor site · Guideflow39 answers · 42 citations · 12 models
vendor site · Continu38 answers · 43 citations · 11 models
vendor site · EasyWebinar35 answers · 35 citations · 11 models
32 answers · 32 citations · 11 models
vendor site · uTeach32 answers · 32 citations · 12 models
vendor site · TalentLMS31 answers · 59 citations · 13 models
vendor site · Thinkific29 answers · 48 citations · 10 models
24 answers · 26 citations · 13 models
vendor site · Teachfloor24 answers · 25 citations · 11 models
vendor site · Mailmodo23 answers · 23 citations · 8 models
vendor site · Coursebox21 answers · 22 citations · 11 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.
38 answers · 12 models
36 answers · 11 models
35 answers · 11 models
32 answers · 11 models
31 answers · 11 models
24 answers · 11 models
23 answers · 13 models
23 answers · 8 models
21 answers · 11 models
21 answers · 11 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 |
|---|---|---|---|---|---|---|---|---|
| TalentLMS talentlms.com | 49% | 133 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| LearnWorlds learnworlds.com | 18% | 80 | 5,400 | 67 | 27,442 | $51 | 69 | 4 |
| Thinkific thinkific.com | 9% | 65 | 22,200 | 301 | 262,041 | 39 | ||
| Gainsight Customer Education gainsight.com | 5% | 68 | 10 | 0 | 59,569 | 58 | 9 | |
| Skilljar skilljar.com | 5% | 159 | 3,600 | 67 | 233,929 | 23 | ||
| Guideflow guideflow.com | 4% | 187 | 480 | 1 | 37,574 | |||
| Teachfloor teachfloor.com | 4% | 19 | 260 | 0 | 141,949 | 3 | ||
| Disco disco.co | 2% | 28 | 1,220,000 | 46,090 | 20,797 | |||
| Teachable teachable.com | 2% | 44 | 22,200 | 873 | 666,649 | $529 | 42 | 8 |
| EducateMe educate-me.co | 2% | 1 |
Google's top ten for the two searches hold 13 sites; 1 of them are among the sites the models cited here (learnworlds.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 a small B2B company?”Paraphrase“Which customer training LMS would you recommend to a small business that sells to other businesses?”Comparative“What are the top customer education platforms for a small team and how do they differ?”Budget-constrained“What is the best customer education platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a customer education platform. What should we look at?”Negative“Which customer education platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5LearnWorlds, TalentLMSno first choiceChangedagainst: MoodleLearnWorlds, TalentLMSLearnWorlds, TalentLMSno first choiceagainst: 360Learning, Apollo Learn, Chameleon, Docebo, Gainsight Customer Education, Intellum, LearnUpon LMS, Skilljar, WorkRamp
One alternative
TrainnTwo alternatives
Thought Industries, TrainnOne alternative
360LearningGPT-5.4 miniThinkificagainst: SkilljarTalentLMSChangedagainst: SkilljarSkilljar, TalentLMSThinkificno first choiceagainst: Gainsight Customer Education, LearnUpon, Skilljar
Two alternatives
Supademo, TalentLMSTwo alternatives
Thinkific, TrainnThree alternatives
LearnWorlds, Supademo, ThinkificTwo alternatives
Supademo, TalentLMSGemini 3.5 FlashTalentLMSagainst: Docebo, SkilljarTalentLMSHeldTalentLMSagainst: LearnUponTalentLMSagainst: BambooHR, Docebo, Gainsight CE, SkilljarTalentLMSagainst: Docebo, Skilljar, Thought Industriesagainst: Absorb LMS, Canvas LMS, Cornerstone OnDemand, Docebo, Intellum, Kajabi, Moodle, SAP Litmos, Skilljar, Teachable, Thinkific, Thought Industries
Three alternatives
FreshLearn, LearnUpon, TeachableThree alternatives
LearnUpon, LearnWorlds, SkilljarThree alternatives
Gainsight Customer Education, LearnWorlds, ThinkificThree alternatives
Groundwork1, Thinkific, UserGuidingThree alternatives
Coassemble, LearnWorlds, ThinkificPerplexity SonarLearnWorldsTalentLMSChangedLearnWorldsagainst: Learn:Up, Skilljar, Thought Industries, WorkRampTalentLMS, Teachflooragainst: Moodle, ProProfs LMSno first choiceagainst: Absorb LMS, Docebo, Skilljar, Thought Industries, WorkRamp
Two alternatives
Disco, TalentLMSFour alternatives
Academy of Mine, Easy LMS, LearnWorlds, WorkRampFour alternatives
Disco, TalentLMS, Teachfloor, uTeachThree alternatives
LearnWorlds, Thinkific, iSpring LearnGrok 4.1 FastTalentLMSagainst: SkilljarTalentLMSHeldagainst: Skilljar, WorkRampLearnWorlds, TalentLMSagainst: Docebo, Skilljar, WorkRampTalentLMSno first choiceagainst: Doceboagainst: Absorb LMS, Continu, Docebo, Gainsight Customer Education, LearnUpon, Skilljar, Thought Industries, Tovuti, WorkRamp
Two alternatives
LearnWorlds, WorkRampThree alternatives
GoSkills, LearnDash, Zoho LearnTwo alternatives
Teachable, ThinkificThree alternatives
Guideflow, SC Training, ThinkificMistral SmallGainsight Customer Education, LearnWorldsThinkificChangedLearnWorlds, Skilljaragainst: Gainsight Customer Education, IntellumLearnWorlds, Teachableno first choiceagainst: Docebo, LearnUpon, Skilljar, Thought Industries, WorkRamp
Two alternatives
Skilljar, TalentLMSTwo alternatives
LearnUpon, TalentLMSOne alternative
CourseboxTwo alternatives
Guideflow, TalentLMSDeepSeek V4 FlashTalentLMSagainst: Gainsight Customer EducationTalentLMSHeldagainst: Academy of Mine, SkilljarLearnWorldsagainst: Continu, Docebo, Gainsight Customer Education, Skilljar, Thought IndustriesTalentLMSagainst: Docebo, Gainsight Customer Education, SkilljarGainsight Customer Educationagainst: Continu, Skilljar, Thought Industriesagainst: CloudShare, Docebo, Skilljar
Two alternatives
LearnWorlds, WorkRampTwo alternatives
LearnWorlds, ThinkificTwo alternatives
TalentLMS, TeachfloorThree alternatives
Guideflow, LearnWorlds, ThinkificTwo alternatives
Teachable, ThinkificLlama 4 MaverickDiscoGuideflowChangedno first choiceLearnWorldsno first choicenothing named
Four alternatives
Continu, Intellum, LearnWorlds, SkilljarTwo alternatives
LearnWorlds, TalentLMSTwo alternatives
Disco, TalentLMSQwen 3.7 FlashSkilljarLearnWorldsChangedagainst: Docebo, SkilljarTeachable, Thinkificagainst: DoceboLearnWorldsagainst: Disco, Gainsight, MindTouchSkilljaragainst: EasyWebinar, TalentLMSagainst: Adobe Captivate Prime, Cornerstone OnDemand, Moodle, SAP SuccessFactors, Wyzdom
One alternative
CourseboxOne alternative
TalentLMSTwo alternatives
Absorb LMS, LearnWorldsThree alternatives
Guideflow, TalentLMS, TeachableTwo alternatives
Gainsight Customer Education, TeachfloorKimi K2Gainsight Customer Education, Skilljaragainst: Docebo, Lessonly, Teachable, ThinkificTalentLMSChangedTalentLMSGuideflow, TalentLMSLearnWorldsagainst: Docebo, Skilljar, Thought Industriesagainst: Absorb LMS, Docebo, Skilljar, Thought Industries
Three alternatives
LearnWorlds, TalentLMS, WorkRampTwo alternatives
LearnWorlds, SkilljarFive alternatives
AcademyOcean, LearnWorlds, Mini Course Generator, Teachable, ThinkificTwo alternatives
Teachfloor, ThinkificThree alternatives
Disco, TalentLMS, TrainnGLM 4.7 FlashXTalentLMSagainst: Continu, SkilljarTalentLMSHeldThinkificGuiddeagainst: Chamilo, Skilljar, Thought Industriesno first choiceagainst: Absorb LMS, Cornerstone, Docebo, SAP SuccessFactors
Three alternatives
Gainsight Customer Education, LearnWorlds, TrainnThree alternatives
360Learning, LearnWorlds, ThinkificFour alternatives
360Learning, Appcues, Gainsight Customer Education, TalentLMSSix alternatives
Gainsight Customer Education, HubSpot Academy, Moodle, TalentLMS, Thinkific, uTeachThree alternatives
Disco, LearnWorlds, TalentLMSMiniMax M2.5EducateMe, TalentLMSagainst: IntellumTalentLMSChangedagainst: Intellum, LearnWorlds, SkilljarLearnWorldsTalentLMS, Thinkificagainst: Udemyno first choiceagainst: 360Learning, Absorb LMS, Docebo, Instruqt, Skilljar, Supademo, Thought Industries
Two alternatives
Skilljar, WorkRampThree alternatives
Disco, TalentLMS, TeachableOne alternative
TeachableGPT-6 LunaTalentLMSTalentLMSHeldTalentLMSagainst: LearnUpon, SkilljarThinkificno first choiceagainst: Docebo, LearnUpon, Skilljar, Thought Industries
Two alternatives
LearnUpon, SkilljarOne alternative
LearnWorldsTwo alternatives
LearnWorlds, ThinkificOne alternative
LearnWorldsMuse Glimmer 30BTalentLMSagainst: SkilljarTalentLMSHeldLearnWorldsagainst: Docebo, LearnUpon, Pendo, SkilljarTalentLMSLearnWorlds, TalentLMS, Teachflooragainst: Skilljaragainst: Docebo, Gainsight Customer Education, Intellum, Skilljar, Thought Industries, WorkRamp
Two alternatives
Gainsight Customer Education, ThinkificThree alternatives
Acadle, Intellum, SkilljarSix alternatives
Disco, FreshLearn, Knowlify, TalentLMS, Trainn, UserpilotOne alternative
GuideflowBold 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 09:13 | yes | 17 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:18 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:30 | yes | 9 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:28 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:49 | yes | 22 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:16 | yes | 12 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:16 | yes | 19 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:23 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:42 | yes | 9 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:12 | yes | 18 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:56 | yes | 22 | 79 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:58 | yes | 7 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:14 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:59 | yes | 23 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:36 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:18 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 10 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:53 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:38 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:59 | yes | 11 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:42 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:56 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:33 | yes | 9 | 55 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:18 | yes | 14 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:48 | yes | 19 | 71 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:46 | yes | 15 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:05 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:00 | yes | 13 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:47 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:01 | yes | 5 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:59 | yes | 21 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:11 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:23 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:20 | yes | 25 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:17 | yes | 19 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:18 | yes | 7 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:46 | yes | 19 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:23 | yes | 22 | 43 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:46 | yes | 20 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:13 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:26 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:13 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:30 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:55 | yes | 21 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:26 | yes | 19 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:57 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:34 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:59 | yes | 24 | 42 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:24 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:58 | yes | 8 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:07 | yes | 19 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:25 | yes | 18 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:08 | yes | 8 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:48 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:17 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:11 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:01 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:25 | yes | 10 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:25 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:07 | yes | 17 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:27 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:27 | yes | 20 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:07 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | yes | 10 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:36 | yes | 12 | 16 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:13 | yes | 15 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:18 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:45 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:37 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:44 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:12 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:37 | yes | 15 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:53 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:57 | yes | 19 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:03 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:21 | yes | 25 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:25 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:38 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:35 | yes | 22 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:54 | yes | 21 | 117 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:57 | yes | 16 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:11 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:05 | yes | 14 | 26 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
Unresolved, counted raw
Acadle
Adobe Captivate Prime
Articulate Storyline
CYPHER Learning
Canvas LMS
Chamilo
Clueso
DigitalChalk LMS
Easy LMS
EducateMe
Google Classroom
Groundwork1
Interplay Learning
Knowlify
LearnUpon LMS
Lessance
ProProfs LMS
ProProfs Training
Wyzdom
myicourse
Discontinued, still offered
No shut-down product was recommended here.