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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
56%
Clear leader
56TalentLMS29LearnWorlds02Absorb LMS13others
56% of first choices, clear leader.
Since October 2026▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.TalentLMS held the lead, +7 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
TalentLMS56%Clear leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.This pageMid-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.Standing →
TalentLMS56%Clear leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.This pageMid-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.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 October 2026
01TalentLMS56%2%62endorsed leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.49% → 56%
TalentLMS56%2%62endorsed leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.49% → 56%02
LearnWorlds29%4%51accepted challenger▲+11Since October 2026: 18% → 29%, +11 points. Past the 11-point floor: movement.18% → 29%
LearnWorlds29%4%51accepted challenger▲+11Since October 2026: 18% → 29%, +11 points. Past the 11-point floor: movement.18% → 29%03
Thinkific2%16%32accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%
Thinkific2%16%32accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%04
LearnUpon2%43%23criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
LearnUpon2%43%23criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%05
Absorb LMS2%59%17criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Absorb LMS2%59%17criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06Skilljar2%68%50criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Skilljar2%68%50criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%Show the six products at 0%, ordered by negative rate
11
Thought Industries0%79%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Thought Industries0%79%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Docebo0%79%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Docebo0%79%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
WorkRamp0%44%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
WorkRamp0%44%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Teachable0%21%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Teachable0%21%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
360Learning0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
360Learning0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Teachfloor0%0%16accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Teachfloor0%0%16accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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 small business.
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01TalentLMS56%
TalentLMS56%02LearnWorlds29%
LearnWorlds29%03Thinkific2%
Thinkific2%04LearnUpon2%
LearnUpon2%05Absorb LMS2%
Absorb LMS2%06Skilljar2%
Skilljar2%07Teachfloor0%
Teachfloor0%08Teachable0%
Teachable0%09360Learning0%
360Learning0%10WorkRamp0%
WorkRamp0%11Thought Industries0%
Thought Industries0%12Docebo0%
Docebo0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 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.
Skilljar68%
34 of 50 labels negative · 13 of 14 models · 11 hard negative
“Avoid enterprise-grade platforms for now. Tools like Skilljar, and Docebo are excellent but designed for mid-market to enterprise budgets” Muse Glimmer 30B, negative prompt
Docebo79%
26 of 33 labels negative · 12 of 14 models · 12 hard negative
“Pricing starts around $27,000+ annually. Described as "an enterprise LMS" that may be "more than a small business needs."” MiniMax M2.5, negative prompt
Thought Industries79%
19 of 24 labels negative · 10 of 14 models · 9 hard negative
“Avoid the enterprise-tier platforms (Skilljar, Thought Industries, Docebo, WorkRamp, Gainsight)” DeepSeek V4 Flash, direct prompt
Absorb LMS59%
10 of 17 labels negative · 8 of 14 models · 2 hard negative
“Users frequently report limited features and customization options, which can hinder functionality” Mistral Small, 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
76 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. 838 links across 158 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.
vendor site · LearnWorlds42 answers · 73 citations · 13 models
39 answers · 59 citations · 11 models
vendor site · EasyWebinar36 answers · 36 citations · 11 models
30 answers · 31 citations · 11 models
vendor site · Eurekos26 answers · 26 citations · 9 models
vendor site · Capterra25 answers · 49 citations · 8 models
vendor site · Mini Course Generator21 answers · 22 citations · 11 models
19 answers · 19 citations · 9 models
vendor site · Teachfloor19 answers · 19 citations · 9 models
vendor site · TalentLMS18 answers · 21 citations · 9 models
vendor site · Teachable17 answers · 22 citations · 11 models
vendor site · Thinkific16 answers · 20 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.
36 answers · 11 models
30 answers · 11 models
26 answers · 9 models
25 answers · 10 models
19 answers · 9 models
18 answers · 9 models
16 answers · 10 models
14 answers · 8 models
14 answers · 7 models
13 answers · 7 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 | 56% | 128 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| LearnWorlds learnworlds.com | 29% | 87 | 5,400 | 67 | 27,442 | $51 | 69 | 4 |
| Thinkific thinkific.com | 2% | 66 | 22,200 | 301 | 262,041 | 39 | ||
| Trainn trainn.co | 2% | 13 | 720 | 0 | 6,374 | 3 | ||
| LearnUpon learnupon.com | 2% | 92 | 5,400 | 55 | 81,523 | 40 | ||
| GoSkills goskills.com | 2% | 1 | 1,900 | 23 | 120,277 | 120 | ||
| Podia podia.com | 2% | 3 | ||||||
| Thinkific Start | 2% | |||||||
| Absorb LMS absorbai.com | 2% | 96 | 2,900 | 34 | 16,283 | $8 | 120 | |
| Skilljar skilljar.com | 2% | 157 | 3,600 | 67 | 233,929 | 23 |
Google's top ten for the two searches hold 13 sites; 3 of them are among the sites the models cited here (g2.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 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 4.5LearnWorldsagainst: Skilljarno first choiceChangedLearnWorlds, TalentLMSagainst: Docebo, SkilljarLearnWorlds, TalentLMSno first choiceagainst: Moodle
Two alternatives
Gainsight Customer Education, TalentLMSTwo alternatives
Circle, DiscoThree alternatives
FreshLearn, Teachfloor, iSpring LearnGPT-5.4 miniThinkificTalentLMSChangedTalentLMS, Thinkificagainst: LearnUpon, SkilljarPodia, Trainnno first choicenothing named
Two alternatives
Skilljar, TrainualThree alternatives
LearnUpon, Thinkific, TrainualOne alternative
360LearningOne alternative
Zoho LearnGemini 3.5 FlashLearnWorldsagainst: Docebo, Gainsight CE, SkilljarTalentLMSChangedagainst: Docebo, SkilljarTalentLMSagainst: Docebo, Skilljar, Thought IndustriesTalentLMSagainst: Gainsight, Skilljar, Thought IndustriesLearnWorldsagainst: Cornerstone, Intellum, SAP Litmos, Skilljar, Thought Industriesagainst: Absorb LMS, BambooHR, Canvas LMS, Cornerstone OnDemand, Docebo, Kajabi, LearnUpon, Moodle, Open edX, SAP SuccessFactors Learning, Saba, Skilljar, Teachable, Thinkific, Thought Industries
Five alternatives
Appcues, LearnUpon, TalentLMS, Userpilot, WorkRampThree alternatives
AcademyOcean, LearnUpon, LearnWorldsFour alternatives
360Learning, AcademyOcean, LearnWorlds, WorkRampFive alternatives
Interactive Product Tours, LearnDash, LearnWorlds, Teachable, ThinkificFour alternatives
AcademyOcean, Gainsight Customer Education, TalentLMS, WorkRampPerplexity SonarLearnWorldsagainst: DiscoTalentLMSChangedLearnWorldsagainst: Gainsight Customer Education, SkilljarTalentLMSagainst: Docebo, Skilljarno first choiceagainst: Absorb LMS, Docebo, Gainsight Customer Education, Intellum, LearnUpon, Skilljar, Thought Industries, WorkRamp
Two alternatives
Skilljar, TalentLMSFour alternatives
Gainsight Customer Education, LearnUpon, LearnWorlds, SkilljarFour alternatives
Disco, TalentLMS, Teachfloor, ThinkificThree alternatives
LearnWorlds, Mini Course Generator, TeachfloorGrok 4.20TalentLMSagainst: SkilljarTalentLMSHeldagainst: Adobe Learning Manager, DoceboTalentLMSagainst: 360Learning, Absorb LMS, Docebo, Intellum, Skilljar, Thought IndustriesTalentLMSagainst: Google Sites, Moodle, NotionSkilljaragainst: Docebo, Teachable, Thinkific, Workday Learningagainst: Absorb LMS, Docebo, Gainsight Customer Education, Skilljar, Thought Industries, Udemy, WorkRamp
Two alternatives
LearnWorlds, ThinkificTwo alternatives
LearnUpon, ThinkificFour alternatives
LearnWorlds, Teachfloor, Thinkific, uTeachFour alternatives
LearnWorlds, Teachable, Thinkific, uTeachThree alternatives
Absorb LMS, Gainsight, Talented LearningMistral SmallLearnWorlds, TalentLMSAbsorb LMS, TalentLMSChangedLearnWorlds, TalentLMS, uTeachagainst: Absorb LMS, Docebo, Thought IndustriesTalentLMSno first choiceagainst: Absorb LMS, Docebo, Skilljar, WorkRamp
Two alternatives
Skilljar, ThinkificTwo alternatives
Docebo, EurekosTwo alternatives
EasyWebinar, LearnUponTwo alternatives
Guideflow, TeachfloorDeepSeek V4 FlashTalentLMSagainst: Docebo, Gainsight, LearnUpon, Skilljar, Thought Industries, WorkRampLearnWorldsChangedagainst: SkilljarLearnWorlds, Thinkificagainst: Docebo, LearnUpon, Skilljar, WorkRampLearnWorldsagainst: Docebo, Skilljar, Thought IndustriesLearnWorlds, TalentLMSagainst: Docebo, LearnUpon, Skilljaragainst: Kajabi, LearnWorlds, Mighty Networks, Thinkific, WizIQ LMS
Three alternatives
LearnWorlds, Teachfloor, ThinkificThree alternatives
360Learning, LearnUpon, TalentLMSOne alternative
TalentLMSOne alternative
TalentLMSSix alternatives
360Learning, Disco, Guideflow, Teachable, Teachfloor, Thought IndustriesLlama 4 Maverickno first choiceTalentLMSChangedno first choiceTalentLMSno first choicenothing named
Four alternatives
Didask, Edmingle, LearnWorlds, SkilljarTwo alternatives
LearnUpon, LearnWorldsQwen 3.7 FlashLearnUponagainst: Absorb LMS, DoceboTalentLMSChangedagainst: LearnWorlds, ThinkificLearnWorldsagainst: Help Scout, IntercomLearnWorldsno first choiceagainst: Cornerstone, SAP SuccessFactors Learningagainst: Continu, Docebo, Gainsight Customer Education, Skilljar, Thought Industries
Five alternatives
Notion, Skilljar, Super.so, Teachable, ThinkificOne alternative
TrainualThree alternatives
DocuClipper, TalentLMS, TeachableTwo alternatives
TalentLMS, TeachfloorKimi K2LearnWorlds, TalentLMSagainst: SkilljarGoSkills, TalentLMSChangedTalentLMSagainst: EurekosTalentLMSagainst: Docebo, Skilljar, Thought Industriesno first choiceagainst: Docebo, Skilljar, Thought Industries
Two alternatives
Thinkific, uTeachThree alternatives
LearnUpon, Trainn, iSpring LMSThree alternatives
LearnWorlds, Teachable, ThinkificThree alternatives
Coursebox, LearnWorlds, iSpring LearnGLM 4.7 FlashXTalentLMSagainst: Absorb LMS, Docebo, SkilljarTalentLMSHeldagainst: Thought IndustriesTalentLMSagainst: 360LearningTalentLMSno first choiceagainst: Coursera, Graphy, Kajabi, Lessons.com, Teachable, uTeach
One alternative
LearnWorldsTwo alternatives
360Learning, Absorb LMSThree alternatives
Eurekos, LearnWorlds, SkilljarTwo alternatives
LearnWorlds, TeachfloorMiniMax M2.5LearnWorlds, TalentLMSLearnWorlds, TalentLMSHeldTalentLMSagainst: Absorb LMS, SkilljarLearnWorldsno first choiceagainst: Docebo, Skilljar, Thought Industries
One alternative
ThinkificTwo alternatives
ProProfs Training Maker, iSpring LMSThree alternatives
EasyWebinar, LearnWorlds, TeachableTwo alternatives
TalentLMS, TeachfloorGPT-6 LunaLearnWorldsagainst: SkilljarTalentLMSChangedagainst: LearnUponTalentLMSagainst: LearnUponThinkific Startno first choiceagainst: Docebo, LearnUpon, Skilljar, Thinkific
One alternative
TalentLMSThree alternatives
LearnWorlds, Skilljar, ThinkificTwo alternatives
LearnWorlds Pro Trainer, TalentLMSMuse Glimmer 30BTalentLMSagainst: Skilljar, Thought IndustriesTalentLMSHeldLearnWorlds, TalentLMSagainst: Docebo, Skilljar, Thought Industries, WorkRampTalentLMSagainst: Skilljar, Thought Industriesno first choiceagainst: TalentLMSagainst: Absorb LMS, Docebo, Intellum, LearnUpon, Skilljar, Thought Industries, WorkRamp
One alternative
LearnWorldsTwo alternatives
LearnWorlds, ThinkificFour alternatives
Beetsol, Supademo, Teachfloor, ThinkificTwo alternatives
LearnWorlds, TeachfloorBold 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 15:48 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:58 | 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 08:43 | yes | 10 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:43 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:24 | yes | 9 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:39 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:20 | yes | 23 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:18 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:51 | yes | 5 | 15 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:26 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:05 | yes | 23 | 63 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:35 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:05 | yes | 3 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:02 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:59 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:26 | yes | 6 | 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 12:56 | yes | 7 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:07 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:47 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:30 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:37 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:35 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 9 | 13 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 20 | 132 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:56 | yes | 10 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:36 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:30 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:17 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:34 | yes | 8 | 16 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 16:50 | yes | 12 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:16 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:44 | yes | 9 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:31 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:51 | yes | 25 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:05 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:27 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:20 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:54 | yes | 17 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:40 | yes | 11 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:05 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:07 | yes | 24 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:48 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:40 | yes | 3 | 7 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 09:50 | yes | 8 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:20 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:47 | yes | 10 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:07 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:50 | yes | 23 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:06 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:24 | yes | 10 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:04 | yes | 15 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:13 | yes | 23 | 143 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:55 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:23 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:09 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:09 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:36 | no | 0 | 7 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 17:15 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:26 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:26 | yes | 5 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:52 | yes | 5 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:59 | yes | 16 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:02 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:05 | yes | 10 | 51 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 15 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:40 | no | 0 | 74 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:05 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:46 | yes | 15 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:06 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:57 | no | 0 | 3 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 11:39 | yes | 12 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:57 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:42 | yes | 14 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:20 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:59 | yes | 25 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:35 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:05 | yes | 10 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:40 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:02 | yes | 24 | 132 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:13 | yes | 18 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:33 | yes | 4 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:37 | yes | 16 | 17 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
SAP SuccessFactors read as SAP SuccessFactors Learning
Workday read as Workday Learning
Unresolved, counted raw
Articulate
DocuClipper
Gainsight Pickle
Graphy (by Unacademy)
Guidebook
Interactive Product Tours (Arcade / Supademo)
Lessons.com
Open edX
Super.so
Talented Learning
Thinkific Start
WizIQ LMS
Discontinued, still offered
No shut-down product was recommended here.