Customer education and LMS for enterprise buyers
Asked as “customer education platform”, and as “customer training LMS”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · Docebo 19%
31Skilljar19Docebo12Gainsight Customer Education38others
31% of first choices, contested.
Since September 2026▼−4Since September 2026: 33% → 29%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Skilljar held the lead, −4 points on 33%, 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.Standing →Mid-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.This page
TalentLMS49%Clear leader▼−3Since September 2026: 49% → 46%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Skilljar31%23%62endorsed leader▼−4Since September 2026: 33% → 29%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.33% → 29%
Skilljar31%23%62endorsed leader▼−4Since September 2026: 33% → 29%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.33% → 29%02
Docebo19%23%62accepted challenger▲+1Since September 2026: 21% → 22%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.21% → 22%
Docebo19%23%62accepted challenger▲+1Since September 2026: 21% → 22%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.21% → 22%03
Gainsight Customer Education12%4%24accepted challenger▲+4Since September 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 11%
Gainsight Customer Education12%4%24accepted challenger▲+4Since September 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 11%04
Teachable8%47%15criticized challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 9%
Teachable8%47%15criticized challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 9%05
Thought Industries6%21%53accepted challenger▲+2Since September 2026: 5% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 7%
Thought Industries6%21%53accepted challenger▲+2Since September 2026: 5% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 7%06
Intellum6%17%30accepted challenger▼−14Since September 2026: 17% → 2%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.17% → 2%
Intellum6%17%30accepted challenger▼−14Since September 2026: 17% → 2%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.17% → 2%07LearnUpon6%13%30accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
LearnUpon6%13%30accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%08
WorkRamp2%5%21accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
WorkRamp2%5%21accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%09
Thinkific2%40%15criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Thinkific2%40%15criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the one product at 0%, ordered by negative rate
10
Absorb LMS0%17%23accepted 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%17%23accepted 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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Skilljar31%
Skilljar31%02Docebo19%
Docebo19%03Gainsight Customer Education12%
Gainsight Customer Education12%04Teachable8%
Teachable8%05Thought Industries6%
Thought Industries6%06Intellum6%
Intellum6%07LearnUpon6%
LearnUpon6%08WorkRamp2%
WorkRamp2%09Thinkific2%
Thinkific2%10Absorb LMS0%
Absorb LMS0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Docebo23%
14 of 62 labels negative · 12 of 14 models · 3 hard negative
“Avoid: ... Docebo unless you have a big dedicated L&D team and budget for add-ons/consultants” DeepSeek V4 Flash, negative prompt
Skilljar23%
14 of 62 labels negative · 9 of 14 models · 2 hard negative
“Avoid These Pricing Models ... (Skilljar, Thought Industries, Docebo, Intellum) charge per-active-user fees” MiniMax M2.5, budget prompt
Thought Industries21%
11 of 53 labels negative · 8 of 14 models · 2 hard negative
“Thought Industries receives the lowest ratings among enterprise-focused tools, with frequent enterprise complaints” Mistral Small, negative prompt
Teachable47%
7 of 15 labels negative · 7 of 14 models · 5 hard negative
“should exercise caution or avoid customer education platforms primarily designed for individual creators... (e.g., **Teachable**” Grok 4.1 Fast, 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. 1101 links across 199 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 · Teachable40 answers · 64 citations · 12 models
vendor site · Teachfloor40 answers · 48 citations · 11 models
vendor site · Thinkific33 answers · 58 citations · 10 models
vendor site · Intellum33 answers · 57 citations · 12 models
vendor site · Mini Course Generator33 answers · 35 citations · 12 models
32 answers · 32 citations · 11 models
vendor site · LearnWorlds30 answers · 41 citations · 12 models
vendor site · Continu28 answers · 31 citations · 11 models
vendor site · Docebo26 answers · 36 citations · 11 models
26 answers · 26 citations · 12 models
vendor site · Skilljar24 answers · 32 citations · 11 models
vendor site · Guideflow24 answers · 24 citations · 10 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 · 11 models
35 answers · 12 models
32 answers · 11 models
31 answers · 12 models
24 answers · 10 models
24 answers · 12 models
21 answers · 10 models
18 answers · 9 models
16 answers · 9 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 | 31% | 159 | 3,600 | 67 | 233,929 | 23 | ||
| Docebo docebo.com | 19% | 136 | 9,900 | 242 | 98,677 | 15 | 5 | |
| Gainsight gainsight.com Gainsight Customer Education 12%, Gainsight 0% | 12% | 68 | 8,100 | 426 | 59,569 | 58 | 9 | |
| Teachable teachable.com | 8% | 44 | 22,200 | 873 | 666,649 | $529 | 42 | 8 |
| Thought Industries thoughtindustries.com | 6% | 94 | 720 | 11 | 9,665 | 17 | 1 | |
| Intellum intellum.com | 6% | 50 | 880 | 7 | 7,721 | 1 | ||
| LearnUpon learnupon.com | 6% | 77 | 5,400 | 55 | 81,523 | 40 | ||
| WorkRamp workramp.com | 2% | 68 | 3,600 | 34 | 8,841 | 0 | ||
| Adobe parent site Adobe Learning Manager 2% | 2% | 6 | 1,220,000 | 117,563 | ||||
| Coursebox coursebox.ai | 2% | 8 | 7,254 | 6 |
Google's top ten for the two searches hold 13 sites; 4 of them are among the sites the models cited here (docebo.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 choiceDoceboChangedSkilljarTalentLMSno first choiceagainst: Docebo, LearnUpon, Skilljar, Thought Industries, WorkRamp
Three alternatives
Absorb LMS, Skilljar, Thought IndustriesFour alternatives
Docebo, Intellum, Thought Industries, WorkRampTwo alternatives
Docebo, SkilljarGPT-5.4 miniThought IndustriesDoceboChangedIntellum, Skilljaragainst: LearnUponThought Industriesagainst: Docebo, TalentLMSno first choiceagainst: Skilljar
Two alternatives
Docebo, SkilljarThree alternatives
Absorb LMS, LearnUpon, WorkRampThree alternatives
Absorb LMS, Docebo, Thought IndustriesOne alternative
LearnUponGemini 3.5 FlashSkilljarSkilljarHeldSkilljarGainsight Customer EducationSkilljaragainst: Cornerstone OnDemand, Kajabi, Pendo, Podia, SAP SuccessFactors, Teachable, Thinkific, Userpilot, WalkMe, Workday Learning
Four alternatives
CloudShare, Docebo, Intellum, Thought IndustriesThree alternatives
Docebo, LearnUpon, Thought IndustriesFour alternatives
Docebo, Intellum, LearnUpon, Thought IndustriesFour alternatives
Absorb LMS, Continu, Skilljar, Thought IndustriesThree alternatives
Docebo, Intellum, Thought IndustriesPerplexity SonarSkilljarLearnUponChangedSkilljar, Thought Industriesagainst: 360LearningDocebono first choiceagainst: Absorb LMS, LearnWorlds
Four alternatives
Adobe Learning Manager, Docebo, Thinkific, Thought IndustriesThree alternatives
Absorb LMS, Cornerstone OnDemand, DoceboSix alternatives
Absorb LMS, Adobe Learning Manager, Docebo, Intellum, LearnUpon, WorkRampTwo alternatives
Adobe Learning Manager, SkilljarGrok 4.1 FastSkilljarDoceboChangedSkilljaragainst: Absorb LMS, LearnUponGainsight Customer Educationagainst: Docebo, TalentLMS, TeachfloorTeachableagainst: Kajabi, LearnWorlds, Teachable, Thinkific
Two alternatives
Docebo, WorkRampFour alternatives
Absorb LMS, Adobe Learning Manager, Skilljar, ThinkificFour alternatives
Docebo, Gainsight Customer Education, Thought Industries, WorkRampTwo alternatives
Skilljar, WorkRampThree alternatives
Continu, Otanes, SkilljarMistral SmallSkilljarDocebo, SkilljarChangedDoceboGainsight Customer Education, Teachableagainst: Skilljar, Thought Industriesno first choiceagainst: Docebo, Teachable, Thinkific, Thought Industries
Two alternatives
LearnUpon, Thought IndustriesTwo alternatives
Intellum, ThinkificSix alternatives
Gainsight Customer Education, LearnUpon, Litmos, Skilljar, Thought Industries, WorkRampDeepSeek V4 FlashSkilljarDoceboChangedSkilljarGainsight Customer Educationagainst: Docebo, Intellum, Skilljar, Thought IndustriesSkilljaragainst: Absorb LMS, Cornerstone, Docebo, Intellum, SAP Litmos, Saba, Skilljar, Thought Industries
Three alternatives
LearnUpon, Thought Industries, WorkRampThree alternatives
Absorb LMS, Intellum, SkilljarFive alternatives
Docebo, Gainsight Customer Education, Intellum, Thought Industries, WorkRampOne alternative
TeachableFive alternatives
Gainsight, Gainsight Customer Education, Intellum, Teachable, Thought IndustriesLlama 4 MaverickSkilljarGuideflow, LearnWorlds, ThinkificChangedno first choiceno first choiceno first choiceagainst: Docebo
Four alternatives
Docebo, Gainsight Customer Education, LearnUpon, ThinkificQwen 3.7 FlashDocebo, SkilljarDoceboChangedDoceboTeachableagainst: Absorb LMS, Docebo, Intellum, LearnUpon, Skilljar, Thought Industriesno first choiceagainst: Cornerstone OnDemand, Kajabi, Podia, SAP SuccessFactors, Teachable, Thinkific, Udemy for Business
Three alternatives
Intellum, LearnUpon, Thought IndustriesThree alternatives
Absorb LMS, Adobe Learning Manager, Cornerstone OnDemandFour alternatives
Cornerstone OnDemand, LearnUpon, Litmos, MoodleOne alternative
CourseboxKimi K2Skilljar, Thought IndustriesDoceboChangedSkilljarGainsight Customer Educationagainst: 360Learning, Docebo, Skilljar, iSpring Learnno first choiceagainst: Docebo, Skilljar, Thought Industries
Three alternatives
Docebo, Gainsight Customer Education, WorkRampTwo alternatives
Intellum, SkilljarThree alternatives
Docebo, Intellum, Thought IndustriesGLM 4.7 FlashXSkilljarDoceboChangedSkilljarLearnUponno first choiceagainst: Docebo
Four alternatives
Docebo, Gainsight Customer Education, Thought Industries, WorkRampFour alternatives
Absorb LMS, Intellum, Skilljar, Thought IndustriesSeven alternatives
Cornerstone OnDemand, Docebo, Gainsight Customer Education, Intellum, SAP Litmos, TalentLMS, Thought IndustriesTwo alternatives
Teachfloor, Thought IndustriesMiniMax M2.5WorkRampagainst: Teachable, ThinkificAdobe Learning Manager, IntellumChangedSkilljarCoursebox, Teachableagainst: Docebo, Intellum, Skilljar, Thought Industriesno first choiceagainst: Skilljar
Three alternatives
Academy of Mine, Gainsight Customer Education, TrainnFour alternatives
Academy of Mine, Docebo, TalentLMS, WorkRampFive alternatives
Gainsight Customer Education, Intellum, Thinkific, Thought Industries, WorkRampOne alternative
Gainsight Customer EducationGPT-6 LunaSkilljarSkilljarHeldno first choiceagainst: Gainsight Customer EducationIntellumagainst: Skilljarno first choiceagainst: Docebo, Gainsight CE, LearnWorlds, Skilljar, Teachable, Thought Industries
Two alternatives
Docebo, Thought IndustriesTwo alternatives
Docebo, Thought IndustriesSix alternatives
Absorb LMS, Docebo, Intellum, LearnUpon, Skilljar, Thought IndustriesTwo alternatives
Docebo, Thought IndustriesMuse Glimmer 30BIntellum, SkilljarLearnUponChangedDocebo, LearnUponGainsight Customer Educationagainst: Docebo, Intellum, Skilljar, Thought Industriesno first choiceagainst: Kajabi, LearnWorlds, Skilljar, TalentLMS, Teachable, Thinkific, Thought Industries
Four alternatives
Absorb LMS, Cornerstone Learning, Docebo, ThinkificThree alternatives
Docebo, Skilljar, Thought IndustriesFive alternatives
LearnWorlds, Thinkific, Userpilot, Whatfix, WorkRampTwo alternatives
Coursebox, 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. 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 09:48 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:03 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:13 | yes | 16 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:19 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:29 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:47 | yes | 18 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:20 | yes | 21 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:05 | yes | 5 | 8 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:08 | yes | 12 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:10 | yes | 15 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:15 | yes | 14 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:26 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:52 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:28 | yes | 15 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:40 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:47 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:49 | yes | 12 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:13 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:27 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:54 | yes | 13 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:22 | yes | 20 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:38 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:00 | yes | 10 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:27 | yes | 15 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:16 | yes | 13 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:49 | yes | 9 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:06 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:00 | yes | 24 | 40 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:25 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:52 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:07 | yes | 21 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:16 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:46 | yes | 21 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:06 | yes | 9 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:16 | yes | 23 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:01 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:48 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:01 | yes | 19 | 21 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:24 | yes | 20 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:56 | yes | 12 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:39 | yes | 7 | 36 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:24 | yes | 14 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:35 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:28 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:38 | yes | 30 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:21 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:04 | yes | 18 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:18 | yes | 7 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:26 | yes | 19 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:25 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:14 | yes | 14 | 54 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:55 | yes | 24 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:32 | yes | 19 | 55 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:31 | yes | 23 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:20 | yes | 4 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:42 | yes | 19 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:08 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:46 | yes | 2 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:50 | yes | 6 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:42 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 18 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:01 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:14 | yes | 21 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:07 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:12 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:40 | yes | 17 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:46 | yes | 18 | 124 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:44 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:45 | yes | 3 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:22 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:22 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:18 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:24 | yes | 15 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:46 | yes | 19 | 2 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:25 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:34 | yes | 8 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:59 | yes | 24 | 61 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:02 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:02 | yes | 5 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:19 | yes | 22 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:34 | yes | 21 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:50 | yes | 24 | 51 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:31 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:32 | yes | 22 | 39 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
Gainsight Customer Education formerly Northpass read as Gainsight Customer Education
Gainsight Customer Education, formerly Northpass read as Gainsight Customer Education
Unresolved, counted raw
Academy Ocean
Otanes
Totara Learn
Trainingpeaks
Discontinued, still offered
No shut-down product was recommended here.