Learning management systems for enterprise buyers
Asked as “LMS for employee training”, and as “learning management system”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · Cornerstone OnDemand 20%
40Docebo20Cornerstone OnDemand10LifterLMS30others
40% of first choices, contested.
Since September 2026▼−3Since September 2026: 44% → 42%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Docebo held the lead, −3 points on 44%, inside the 13-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
TalentLMS75%Clear leader▼−1Since September 2026: 74% → 73%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketTalentLMS51%Clear leader▲+3Since September 2026: 48% → 51%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Docebo40%Contested▼−3Since September 2026: 44% → 42%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This page
TalentLMS75%Clear leader▼−1Since September 2026: 74% → 73%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketTalentLMS51%Clear leader▲+3Since September 2026: 48% → 51%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseDocebo40%Contested▼−3Since September 2026: 44% → 42%, −3 points. Inside the 13-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
01Docebo40%9%58endorsed leader▼−3Since September 2026: 44% → 42%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.44% → 42%
Docebo40%9%58endorsed leader▼−3Since September 2026: 44% → 42%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.44% → 42%02
Cornerstone OnDemand20%16%51accepted challenger▲+14Since September 2026: 2% → 16%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked.2% → 16%
Cornerstone OnDemand20%16%51accepted challenger▲+14Since September 2026: 2% → 16%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked.2% → 16%03
Absorb LMS8%11%45accepted challenger▼−2Since September 2026: 11% → 9%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 9%
Absorb LMS8%11%45accepted challenger▼−2Since September 2026: 11% → 9%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 9%04
SAP Litmos4%15%26accepted challenger▲+2Since September 2026: 2% → 5%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 5%
SAP Litmos4%15%26accepted challenger▲+2Since September 2026: 2% → 5%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 5%05
SAP SuccessFactors Learning2%7%27accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
SAP SuccessFactors Learning2%7%27accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%Show the seven products at 0%, ordered by negative rate
12
Moodle0%40%30criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Moodle0%40%30criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11TalentLMS0%30%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
TalentLMS0%30%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%08D2L Brightspace0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
09
LearnUpon0%7%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
LearnUpon0%7%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%06
360Learning0%5%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
360Learning0%5%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%07
Workday Learning0%0%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Workday Learning0%0%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
CYPHER Learning0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
CYPHER Learning0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All ten head-to-head pages: the top five products, each against each
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 →
01020304050607D08
09101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Docebo40%
Docebo40%02Cornerstone OnDemand20%
Cornerstone OnDemand20%03Absorb LMS8%
Absorb LMS8%04SAP Litmos4%
SAP Litmos4%05SAP SuccessFactors Learning2%
SAP SuccessFactors Learning2%06360Learning0%
360Learning0%07Workday Learning0%
Workday Learning0%08D2L Brightspace0%
09LearnUpon0%
LearnUpon0%10CYPHER Learning0%
CYPHER Learning0%11TalentLMS0%
TalentLMS0%12Moodle0%
Moodle0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Moodle40%
12 of 30 labels negative · 8 of 14 models · 4 hard negative
“Requires heavy customization and in-house IT expertise... Self-hosted versions expose security risks” Grok 4.1 Fast, negative prompt
Canvas LMS89%
8 of 9 labels negative · 8 of 14 models · 3 hard negative
“Optimized for higher ed, not corporate (e.g., limited compliance tools, skills tracking)” Grok 4.1 Fast, negative prompt
TalentLMS30%
8 of 27 labels negative · 8 of 14 models · 2 hard negative
“Systems to Generally **Avoid for Large Enterprises**: ... 1. **TalentLMS**: Limited scalability for massive user bases” Grok 4.1 Fast, negative prompt
Blackboard Learn75%
6 of 8 labels negative · 6 of 14 models · 3 hard negative
“**What to Avoid:** **Blackboard**, **Sakai**, and the University edition of **Canvas**.” Qwen 3.7 Flash, 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
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. 1087 links across 263 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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 · Docebo44 answers · 65 citations · 14 models
36 answers · 45 citations · 11 models
vendor site · TalentLMS32 answers · 36 citations · 11 models
vendor site · D2L30 answers · 38 citations · 12 models
24 answers · 27 citations · 11 models
vendor site · CYPHER Learning22 answers · 28 citations · 11 models
22 answers · 24 citations · 9 models
vendor site · 360Learning21 answers · 28 citations · 8 models
vendor site · Thinkific18 answers · 21 citations · 9 models
vendor site · Intellum18 answers · 20 citations · 10 models
vendor site · TruPeer18 answers · 19 citations · 8 models
vendor site · LearnWorlds17 answers · 19 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.
26 answers · 10 models
24 answers · 9 models
17 answers · 10 models
17 answers · 8 models
17 answers · 11 models
16 answers · 9 models
15 answers · 7 models
14 answers · 6 models
14 answers · 7 models
14 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 lms for employee training”, “learning management systems”, “lms for employee training”. 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 |
|---|---|---|---|---|---|---|---|---|
| Docebo docebo.com | 40% | 351 | 9,900 | 242 | 98,677 | 15 | 3 | |
| Cornerstone cornerstoneondemand.com Cornerstone OnDemand 20% | 20% | 283 | 165,000 | 17,999 | 33,785 company | $428 | 100 | |
| LifterLMS lifterlms.com | 10% | 6 | 480 | 9 | 2,203 | 7 | ||
| Absorb absorbai.com Absorb LMS 8% | 8% | 223 | 2,900 | 34 | 16,283 | $8 | 120 | |
| SAP parent site SAP Litmos 4%, SAP SuccessFactors Learning 2% | 6% | 80 | 135,000 | 74,309 | ||||
| iSpring Learn ispring.com | 4% | 112 | 390 | 12 | 53,048 | $46 | 37 | |
| TOPYX topyx.com | 4% | 3 | ||||||
| Administrate | 2% | |||||||
| ExpertusONE expertusone.com | 2% | 1 | ||||||
| Workademy theworkademy.com | 2% | 2 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (cypherlearning.com, d2l.com, docebo.com, talentlms.com). The first result for “best lms for employee training” is cypherlearning.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 LMS for employee training for an enterprise B2B company?”Paraphrase“Which learning management system would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade learning management systems and how do they differ?”Budget-constrained“What is the best LMS for employee training 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 an LMS for employee training. What should we look at?”Negative“Which learning management systems should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceCornerstone OnDemandChangedContinuAdministrate, LifterLMS, Workademyno first choicenothing named
Five alternatives
Blackboard Learn, LinkedIn Learning, Moodle, SAP SuccessFactors Learning, Workday LearningFour alternatives
Absorb LMS, Cornerstone OnDemand, Docebo, LearnUponTwo alternatives
Docebo, iSpring LearnGPT-5.4 miniAbsorb LMSCornerstone OnDemand, DoceboChangedno first choiceCornerstone OnDemand, Doceboagainst: SAP Litmosno first choiceagainst: LearnDash
Four alternatives
Cornerstone OnDemand, Docebo, SAP SuccessFactors Learning, Workday LearningTwo alternatives
SAP Litmos, SAP SuccessFactors LearningSeven alternatives
Absorb LMS, Adobe Learning Manager, Cornerstone OnDemand, Docebo, LearnUpon, Moodle, SAP SuccessFactors LearningOne alternative
TalentLMSGemini 3.5 FlashDoceboDoceboHeldAbsorb LMS, DoceboTOPYXagainst: Absorb LMS, DoceboDoceboagainst: Cornerstone OnDemandagainst: Blackboard Learn, Canvas LMS, FreshLearn, Kajabi, LearnWorlds, Moodle, Podia, TalentLMS, Teachable, Thinkific, iSpring Learn
Four alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, IntellumFive alternatives
Cornerstone OnDemand, Intellum, SAP SuccessFactors Learning, Skilljar, Workday LearningFour alternatives
Adobe Learning Manager, Cornerstone OnDemand, SAP SuccessFactors Learning, Workday LearningThree alternatives
LearnUpon, Moodle, Totara TXPThree alternatives
Absorb LMS, D2L Brightspace, Workday LMSPerplexity SonarDoceboDoceboHeldDoceboDocebo, SAP SuccessFactors Learningagainst: Absorb LMS, TalentLMSno first choicenothing named
Three alternatives
Cornerstone OnDemand, Intellum, ProProfs Training MakerOne alternative
Cornerstone OnDemandEight alternatives
360Learning, Absorb LMS, CYPHER Learning, Cornerstone OnDemand, LearnUpon, SAP Litmos, SAP SuccessFactors Learning, TalentLMSTwo alternatives
Cornerstone OnDemand, D2L BrightspaceGrok 4.1 FastCornerstone OnDemandagainst: MoodleCornerstone OnDemandHeldCornerstone OnDemand, DoceboiSpring Learnagainst: 360Learning, Cornerstone OnDemand, Docebo, SAP SuccessFactors LearningDoceboagainst: Anthology, Blackboard Learn, Canvas LMS, Chamilo, Cornerstone OnDemand, ILIAS, Moodle, SAP Litmos, TalentLMS
Three alternatives
Docebo, Oracle Learning, SAP SuccessFactors LearningFive alternatives
360Learning, Absorb LMS, CYPHER Learning, Docebo, SAP SuccessFactors LearningThree alternatives
360Learning, Absorb LMS, SAP LitmosTwo alternatives
SAP Litmos, TalentLMSFour alternatives
360Learning, Absorb LMS, LearnUpon, SAP LitmosMistral SmallDocebono first choiceChangedSAP Litmosagainst: Cornerstone OnDemandLifterLMSno first choiceagainst: Canvas LMS, TalentLMS
Five alternatives
360Learning, Absorb LMS, SAP Litmos, TalentLMS, iSpring LearnThree alternatives
Docebo, Moodle, SAP SuccessFactors LearningOne alternative
KMI LMSDeepSeek V4 FlashDocebono first choiceChangedno first choiceLifterLMSagainst: Absorb LMS, Cornerstone OnDemand, Docebo, SAP Litmosno first choiceagainst: Blackboard Learn, Canvas LMS, Cornerstone OnDemand, Kajabi, Moodle, TalentLMS, Teachable, Thinkific
Four alternatives
360Learning, Cornerstone OnDemand, SAP SuccessFactors Learning, TalentLMSLlama 4 Maverickno first choiceDoceboChangedno first choiceno first choiceno first choiceagainst: Brainier, Cornerstone OnDemand
Four alternatives
Cornerstone OnDemand, D2L Brightspace, Intellum, TalentLMSQwen 3.7 FlashAbsorb LMS, ExpertusONEDoceboChangedDoceboAbsorb LMS, Docebono first choiceagainst: Asana, Blackboard Learn, Canvas LMS, D2L Brightspace, Monday.com, Moodle, Notion, Oracle HCM Cloud, PeopleSoft, SAP SuccessFactors Learning, Sakai
One alternative
DoceboThree alternatives
Absorb LMS, Cornerstone OnDemand, WorkRampFive alternatives
Bridge, Canvas LMS, D2L Brightspace, SAP Litmos, iSpring LearnTwo alternatives
LearnDash, MoodleKimi K2DoceboDoceboHeldCYPHER Learningagainst: MoodleDocebo, SAP Litmosagainst: Cornerstone OnDemandno first choiceagainst: Blackboard Learn Classic, Canvas LMS, Moodle
Three alternatives
Cornerstone OnDemand, SAP Litmos, TalentLMSFour alternatives
360Learning, Cornerstone OnDemand, SAP SuccessFactors Learning, Workday LearningFive alternatives
Absorb LMS, Cornerstone OnDemand, D2L Brightspace, Docebo, SAP LitmosThree alternatives
Absorb LMS, LearnUpon, iSpring LearnGLM 4.7 FlashXDoceboCornerstone OnDemandChangedCornerstone OnDemandiSpring Learnagainst: Absorb LMSno first choiceagainst: Moodle
Three alternatives
360Learning, Absorb LMS, LearnUponFive alternatives
Absorb LMS, D2L Brightspace, Docebo, SAP SuccessFactors Learning, Workday LearningSix alternatives
Absorb LMS, Blackboard Learn, D2L Brightspace, Docebo, SAP SuccessFactors Learning, Seismic LearningFive alternatives
360Learning, D2L Brightspace, LifterLMS, Moodle, SAP LitmosMiniMax M2.5Absorb LMS, SAP LitmosCornerstone OnDemand, ThinkificChangedCornerstone OnDemandLifterLMSagainst: Absorb LMS, Docebo, LearnUponno first choiceagainst: Blackboard Learn, Canvas LMS, GeoLearning, Moodle, SAP Litmos, TalentLMS, Teachable
Four alternatives
Adobe Learning Manager, CYPHER Learning, D2L Brightspace, DoceboOne alternative
TalentLMSFour alternatives
Adobe Learning Manager, Docebo, Moodle, SAP LitmosOne alternative
MoodleGPT-6 LunaDoceboCornerstone OnDemandChangedno first choiceTOPYXagainst: Docebono first choiceagainst: Canvas LMS, Google Classroom, Moodle, TalentLMS, Thinkific
Two alternatives
Cornerstone OnDemand, LearnUponTwo alternatives
Docebo, Workday LearningEight alternatives
360Learning, Cornerstone OnDemand, Docebo, LearnUpon, Moodle, Oracle Fusion Cloud Learning, SAP SuccessFactors Learning, Workday LearningOne alternative
MoodleMuse Glimmer 30BCornerstone OnDemand, DoceboCornerstone OnDemandChangedno first choiceLifterLMSno first choiceagainst: Blackboard Learn, Cornerstone Learn, Moodle LMS, Saba, SumTotal, TalentLMS
Three alternatives
SAP SuccessFactors Learning, Thinkific, Workday LearningFour alternatives
Docebo, SAP Litmos, SAP SuccessFactors Learning, Workday LearningThree alternatives
Absorb LMS, Cornerstone OnDemand, DoceboBold 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 12:01 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:47 | yes | 6 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:45 | yes | 17 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:48 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:49 | yes | 22 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:16 | yes | 11 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:24 | yes | 25 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:10 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:22 | yes | 10 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:43 | yes | 7 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:44 | yes | 22 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:30 | yes | 9 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:43 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:40 | yes | 19 | 35 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:58 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:46 | yes | 6 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:51 | yes | 10 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:11 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:27 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:00 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:27 | no | 0 | 4 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:51 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:31 | yes | 10 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:52 | yes | 20 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:55 | yes | 20 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:00 | yes | 5 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:21 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:49 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:49 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:17 | yes | 7 | 15 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:09 | yes | 22 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:41 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:33 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:43 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:18 | yes | 23 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:33 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:29 | yes | 9 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:43 | yes | 15 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:00 | no | 0 | 17 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:34 | yes | 5 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:06 | yes | 11 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:36 | yes | 15 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:59 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:14 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:44 | yes | 21 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:07 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:59 | yes | 24 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:19 | yes | 14 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:52 | yes | 22 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:59 | yes | 10 | 42 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:34 | yes | 18 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:10 | yes | 24 | 55 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:11 | yes | 21 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:26 | yes | 3 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:30 | yes | 21 | 38 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:13 | yes | 17 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:55 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:16 | yes | 13 | 53 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:52 | yes | 26 | 9 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:02 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:49 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:31 | yes | 19 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:30 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:53 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:06 | yes | 18 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:58 | yes | 15 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:31 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:57 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:35 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:57 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:37 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:33 | yes | 29 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:16 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:49 | yes | 22 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:05 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:43 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:54 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:45 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:46 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:02 | yes | 22 | 23 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:45 | yes | 17 | 77 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:01 | yes | 5 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:02 | yes | 24 | 40 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
Blackboard read as Blackboard Learn
Canvas read as Canvas LMS
Canvas (Instructure) read as Canvas LMS
Canvas (by Instructure) read as Canvas LMS
Cornerstone read as Cornerstone OnDemand
Cornerstone Galaxy read as Cornerstone OnDemand
D2L read as D2L Brightspace
D2L (Brightspace) read as D2L Brightspace
Lessonly read as Seismic Learning
Litmos read as SAP Litmos
Litmos (SAP Litmos) read as SAP Litmos
Litmos (SAP) read as SAP Litmos
Moodle Workplace read as Moodle
Moodle Workplace (Managed Hosting) read as Moodle
SAP SuccessFactors read as SAP SuccessFactors Learning
Workday read as Workday Learning
Unresolved, counted raw
Administrate
Anthology (Blackboard LMS rebrand)
Blackboard Learn Classic
Brainier
Bridge LMS
ClearCompany Learning
Cornerstone Learn
GeoLearning
ILIAS
KMI LMS
Oracle Fusion Cloud Learning
SAP Learning Cloud
Totara TXP
WP Engine
Workday LMS
usecure
Discontinued, still offered
No shut-down product was recommended here.