Learning management systems
Asked as “LMS for employee training”, and as “learning management system”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · Absorb LMS 21%
40TalentLMS21Absorb LMS12LearnUpon27others
40% of first choices, contested.
Since October 2026▼−11Since October 2026: 51% → 40%, −11 points. Inside the 13-point floor: within noise.TalentLMS held the lead, −11 points on 51%, 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
TalentLMS73%Clear leader▼−2Since October 2026: 75% → 73%, −2 points. Inside the 13-point floor: within noise.Standing →Mid-marketTalentLMS40%Contested▼−11Since October 2026: 51% → 40%, −11 points. Inside the 13-point floor: within noise.This pageEnterprise
Docebo46%Clear leader▲+6Since October 2026: 40% → 46%, +6 points. Inside the 13-point floor: within noise.Standing →
TalentLMS73%Clear leader▼−2Since October 2026: 75% → 73%, −2 points. Inside the 13-point floor: within noise.Standing →Mid-marketTalentLMS40%Contested▼−11Since October 2026: 51% → 40%, −11 points. Inside the 13-point floor: within noise.This pageEnterpriseDocebo46%Clear leader▲+6Since October 2026: 40% → 46%, +6 points. Inside the 13-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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01TalentLMS40%3%63endorsed leader▼−11Since October 2026: 51% → 40%, −11 points. Inside the 13-point floor: within noise.51% → 40%
TalentLMS40%3%63endorsed leader▼−11Since October 2026: 51% → 40%, −11 points. Inside the 13-point floor: within noise.51% → 40%02
Absorb LMS21%5%43accepted challenger▲+6Since October 2026: 15% → 21%, +6 points. Inside the 13-point floor: within noise.15% → 21%
Absorb LMS21%5%43accepted challenger▲+6Since October 2026: 15% → 21%, +6 points. Inside the 13-point floor: within noise.15% → 21%03
LearnUpon12%0%27accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 13-point floor: within noise.9% → 12%
LearnUpon12%0%27accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 13-point floor: within noise.9% → 12%04Docebo10%14%49accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 13-point floor: within noise.4% → 10%
Docebo10%14%49accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 13-point floor: within noise.4% → 10%05
360Learning6%0%26accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise.6% → 6%
360Learning6%0%26accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise.6% → 6%06Moodle LMS2%33%42criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Show the seven products at 0%, ordered by negative rate
14
Blackboard Learn0%62%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Blackboard Learn0%62%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Canvas LMS0%37%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Canvas LMS0%37%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Google Classroom Lab in the set0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Google Classroom Lab in the set0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08D2L Brightspace0%17%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
09
iSpring Learn0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
iSpring Learn0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Cornerstone OnDemand0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Cornerstone OnDemand0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
SAP Litmos0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
SAP Litmos0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 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.
Google Classroom is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-one head-to-head pages: the top seven products, each against each
TalentLMS vs 360LearningTalentLMS vs Moodle LMSTalentLMS vs ConnecteamAbsorb LMS vs LearnUponAbsorb LMS vs DoceboAbsorb LMS vs 360LearningAbsorb LMS vs Moodle LMSAbsorb LMS vs ConnecteamLearnUpon vs DoceboLearnUpon vs 360LearningLearnUpon vs Moodle LMSLearnUpon vs ConnecteamDocebo vs 360LearningDocebo vs Moodle LMSDocebo vs Connecteam360Learning vs Moodle LMS360Learning vs ConnecteamMoodle LMS vs Connecteam
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 →
0102030405M06
07D08
091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01TalentLMS40%
TalentLMS40%02Absorb LMS21%
Absorb LMS21%03LearnUpon12%
LearnUpon12%04Docebo10%
Docebo10%05360Learning6%
360Learning6%06Moodle LMS2%
07Connecteam2%
Connecteam2%08D2L Brightspace0%
09iSpring Learn0%
iSpring Learn0%10Cornerstone OnDemand0%
Cornerstone OnDemand0%11Canvas LMS0%
Canvas LMS0%12SAP Litmos0%
SAP Litmos0%13Google Classroom0%
Google Classroom0%14Blackboard Learn0%
Blackboard Learn0%What they warned about
Two of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Moodle LMS
33%
14 of 42 labels negative · 12 of 14 models · 1 hard negative
“Blackboard and Moodle (for corporate use) are the most frequently cited platforms for dissatisfaction in user reviews.” DeepSeek V4 Flash, negative prompt
Canvas LMS37%
11 of 30 labels negative · 10 of 14 models · 2 hard negative
“Most concerning: Platforms that combine closed ecosystems with aggressive data collection (Canvas and Blackboard exemplify this).” Kimi K2, negative prompt
Blackboard Learn62%
10 of 16 labels negative · 8 of 14 models · 3 hard negative
“Most concerning: Platforms that combine closed ecosystems with aggressive data collection (Canvas and Blackboard exemplify this).” Kimi K2, negative prompt
Docebo14%
7 of 49 labels negative · 4 of 14 models
“Docebo leans more enterprise in complexity and pricing. It's better suited to mid-market companies at the upper end” DeepSeek V4 Flash, direct 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
67 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. 709 links across 233 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
26 answers · 33 citations · 10 models
23 answers · 35 citations · 11 models
vendor site · TalentLMS23 answers · 32 citations · 12 models
vendor site · ProProfs Training20 answers · 21 citations · 12 models
vendor site · GoSkills18 answers · 24 citations · 10 models
vendor site · D2L16 answers · 26 citations · 9 models
15 answers · 16 citations · 8 models
14 answers · 20 citations · 9 models
vendor site · LearnWorlds13 answers · 13 citations · 9 models
vendor site · Rippling11 answers · 11 citations · 7 models
10 answers · 10 citations · 7 models
10 answers · 10 citations · 7 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.
17 answers · 11 models
14 answers · 7 models
14 answers · 10 models
13 answers · 9 models
11 answers · 7 models
10 answers · 7 models
10 answers · 7 models
9 answers · 6 models
8 answers · 7 models
8 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| TalentLMS talentlms.com | 40% | 421 | 8,100 | 103 | 82,431 | $1,179 | 119 | 1 |
| Absorb absorbai.com Absorb LMS 21% | 21% | 232 | 2,900 | 34 | 16,283 | $8 | 120 | |
| LearnUpon learnupon.com | 12% | 125 | 5,400 | 55 | 81,523 | 40 | ||
| Docebo docebo.com | 10% | 360 | 9,900 | 242 | 98,677 | 15 | 3 | |
| 360Learning 360learning.com | 6% | 310 | 2,400 | 40 | 45,896 | 8 | ||
| GoSkills goskills.com | 4% | 169 | 1,900 | 23 | 120,277 | 120 | ||
| Moodle LMS moodle.com | 2% | 84 | 159,371 | 0 | ||||
| Connecteam connecteam.com | 2% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| WorkRamp workramp.com | 2% | 13 | 3,600 | 34 | 8,841 | 0 | ||
| D2L Brightspace | 0% | 33,100 | 186 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (d2l.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 a mid-market B2B company?”Paraphrase“Which learning management system would you recommend to a mid-sized B2B company?”Comparative“What are the top learning management systems and how do they differ?”Budget-constrained“What is the best LMS for employee training for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an LMS for employee training. What should we look at?”Negative“Which learning management systems should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldTalentLMSagainst: Moodle LMSTalentLMSagainst: Edmodo, Google Classroomno first choiceagainst: Absorb LMS, Canvas LMS, Moodle LMS, Workday Learning
Six alternatives
Absorb LMS, Canvas LMS, Cornerstone OnDemand, Docebo, LearnUpon, ThinkificThree alternatives
Canvas LMS, Moodle LMS, OpignoGPT-5.4 miniAbsorb LMSagainst: Docebo, TalentLMSLearnUponChangedCanvas LMS, D2L BrightspaceTalentLMSno first choiceagainst: Canvas LMS, Moodle LMS, Oracle Learning Management
Two alternatives
360Learning, LearnUponTwo alternatives
Docebo, TalentLMSNine alternatives
Blackboard Learn, Cornerstone OnDemand, Docebo, Google Classroom, Moodle LMS, SAP Litmos, SAP SuccessFactors Learning, Schoology, TalentLMSThree alternatives
Connecteam, Forma LMS, Zoho LearnGemini 3.5 FlashAbsorb LMSLearnUpon, WorkRampChangedCanvas LMSTalentLMSagainst: Moodle LMSno first choiceagainst: Blackboard Learn "Original View", Chamilo, LearnDash, LifterLMS, Sakai, Vanilla Moodle
Four alternatives
360Learning, Docebo, LearnUpon, TalentLMSThree alternatives
Absorb LMS, Docebo, TalentLMSEight alternatives
360Learning, Absorb LMS, Blackboard Learn Ultra, Cornerstone OnDemand, D2L Brightspace, Docebo, Moodle LMS, TalentLMSFive alternatives
Coassemble, Connecteam, Forma LMS, LearnWorlds, SC TrainingPerplexity SonarLearnUponLearnUponHeldno first choiceTalentLMSagainst: Trainualno first choiceagainst: Blackboard Learn, Canvas LMS, D2L Brightspace, Google Classroom, Moodle LMS, Open edX
Five alternatives
Bridge, D2L Brightspace, TalentLMS, Totara Learn, TrainualFive alternatives
Absorb LMS, Docebo, LearnWorlds, Moodle LMS, TalentLMSTwo alternatives
Connecteam, Moodle LMSGrok 4.20Absorb LMSagainst: Rippling LMSDoceboChangedCanvas LMS, Moodle LMSagainst: Blackboard LearnTalentLMSagainst: Absorb LMS, Docebono first choiceagainst: Angel, Blackboard Learn, Docebo, Moodle LMS, SumTotal
Two alternatives
Docebo, TalentLMSFour alternatives
Absorb LMS, ProProfs Training Maker, TalentLMS, iSpring LearnThree alternatives
D2L Brightspace, Docebo, TalentLMSFour alternatives
Connecteam, GoSkills, Moodle LMS, iSpring LearnFour alternatives
Absorb LMS, Docebo, Go1, TalentLMSMistral Small360Learning, DoceboTalentLMSChangedDoceboagainst: Thought IndustriesGoSkills, TalentLMSno first choiceagainst: Moodle LMSagainst: Blackboard Ultra, Canvas LMS
Two alternatives
Absorb LMS, TalentLMSThree alternatives
360Learning, Absorb LMS, DoceboSeven alternatives
360Learning, Absorb LMS, Canvas LMS, Cornerstone OnDemand, Google Classroom, LearnUpon, TalentLMSTwo alternatives
ProProfs Training Maker, TrainualDeepSeek V4 FlashAbsorb LMSagainst: DoceboLearnUponChangedCanvas LMS, Doceboagainst: Blackboard LearnTalentLMSno first choiceagainst: Doceboagainst: Blackboard Learn, Canvas LMS, D2L Brightspace, FreshLearn, Moodle LMS
Three alternatives
360Learning, LearnUpon, TalentLMSThree alternatives
Absorb LMS, Docebo, TalentLMSSeven alternatives
360Learning, Absorb LMS, Cornerstone OnDemand, D2L Brightspace, LearnUpon, Moodle LMS, TalentLMSFour alternatives
Connecteam, GoSkills, Moodle LMS, iSpring LearnLlama 4 Maverickno first choiceDoceboChangedMoodle LMSConnecteam, GoSkills, TalentLMSno first choicenothing named
Three alternatives
Absorb LMS, LearnUpon, TalentLMSTwo alternatives
D2L Brightspace, DoceboQwen 3.7 FlashDoceboAbsorb LMSChangedMoodle LMSTalentLMSno first choiceagainst: Blackboard Learn, Canvas LMS, Edmingle, LMS365, Moodle LMS, SAP SuccessFactors Learning, Sana Learn
Three alternatives
Absorb LMS, TalentLMS, iSpring LearnThree alternatives
Docebo, SAP Litmos, TalentLMSFour alternatives
Canvas LMS, D2L Brightspace, Docebo, TalentLMSThree alternatives
Connecteam, Moodle LMS, TrainualKimi K2Absorb LMS, TalentLMSAbsorb LMSChangedno first choiceTalentLMSno first choiceagainst: Blackboard Learn, Canvas LMS, D2L Brightspace, Google Classroom, Moodle LMS
Three alternatives
360Learning, Docebo, LearnUponTwo alternatives
Docebo, TalentLMSThree alternatives
Connecteam, GoSkills, Moodle LMSGLM 4.7 FlashXTalentLMS360LearningChangedCanvas LMSTalentLMSno first choiceagainst: Blackboard Learn
Four alternatives
Absorb LMS, Docebo, LearnUpon, iSpring LearnFour alternatives
Absorb LMS, Docebo, TalentLMS, iSpring LearnTen alternatives
Absorb LMS, Blackboard Learn, CYPHER Learning, Continu, D2L Brightspace, Docebo, LearnWorlds, Moodle LMS, TalentLMS, iSpring LearnThree alternatives
Connecteam, GoSkills, iSpring LearnMiniMax M2.5Absorb LMSDocebo, TalentLMSChangedMoodle LMSagainst: SAP SuccessFactors Learning360Learning, TalentLMSagainst: Docebo, Teachable, Thinkificno first choiceagainst: Blackboard Learn, Canvas LMS, Docebo, Moodle LMS, SAP SuccessFactors Learning
Two alternatives
LearnUpon, TalentLMSTwo alternatives
360Learning, SAP SuccessFactors LearningSix alternatives
Absorb LMS, Canvas LMS, D2L Brightspace, Docebo, LearnUpon, TalentLMSOne alternative
Moodle LMSGPT-6 LunaAbsorb LMSLearnUponChangedagainst: TalentLMSno first choiceagainst: Moodle LMSMoodle LMSagainst: Moodle LMSno first choiceagainst: Canvas LMS, Paid Canvas
Four alternatives
360Learning, Docebo, LearnUpon, TalentLMSOne alternative
Absorb LMSEight alternatives
Absorb LMS, Blackboard Learn, Canvas LMS, Cornerstone OnDemand, D2L Brightspace, Docebo, Google Classroom, TalentLMSOne alternative
TalentLMSMuse Glimmer 30BTalentLMSAbsorb LMS, TalentLMSChangedMoodle LMSTalentLMSno first choiceagainst: Blackboard Learn, Canvas LMS, Moodle LMS
Four alternatives
360Learning, Absorb LMS, Docebo, LearnUponTwo alternatives
Docebo, LearnUponFive alternatives
Anthology Blackboard Learn / Blackboard Ultra, D2L Brightspace, Docebo, Instructure Canvas, TalentLMSFive alternatives
Connecteam, Forma LMS, GoSkills, Moodle LMS, Zoho LearnBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:32 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | yes | 3 | 6 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 12:53 | yes | 14 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:37 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 5 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:19 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:00 | yes | 22 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:06 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 9 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 24 | 44 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:25 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:30 | yes | 11 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:34 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 2 | 3 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 12:02 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:26 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 31 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:58 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:37 | yes | 22 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:15 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:54 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:50 | yes | 10 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:06 | yes | 10 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:47 | no | 0 | 9 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:59 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:13 | yes | 12 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:08 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:46 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:03 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:12 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 9 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:59 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:06 | yes | 25 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:31 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:21 | yes | 5 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:10 | yes | 20 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:47 | yes | 15 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:14 | yes | 5 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:51 | yes | 9 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:34 | yes | 24 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:38 | no | 0 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:46 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:38 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:38 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:39 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:34 | yes | 24 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:12 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:03 | yes | 15 | 46 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:22 | yes | 15 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:19 | yes | 9 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:46 | no | 0 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:58 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:14 | yes | 15 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:45 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:06 | 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 11:34 | no | 0 | 12 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 10 | 39 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:07 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:13 | yes | 20 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:08 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:38 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:13 | yes | 15 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:44 | yes | 9 | 48 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:55 | no | 0 | 64 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:02 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:26 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:51 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:32 | yes | 4 | 6 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 09:08 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:34 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 36 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:56 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:51 | yes | 25 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:40 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | yes | 20 | 60 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:18 | yes | 25 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:02 | no | 0 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 3 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:34 | yes | 15 | 28 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
Blackboard read as Blackboard Learn
Blackboard (now Anthology) read as Blackboard Learn
Blackboard (now part of Anthology) read as Blackboard Learn
Canvas read as Canvas LMS
Canvas (Instructure) read as Canvas LMS
Canvas (by Instructure) read as Canvas LMS
Canvas by Instructure read as Canvas LMS
Cornerstone read as Cornerstone OnDemand
EdApp (by SafetyCulture) read as SC Training
Lessonly read as Seismic Learning
Litmos read as SAP Litmos
Moodle read as Moodle LMS
Moodle (or MoodleCloud) read as Moodle LMS
Moodle Workplace read as Moodle LMS
MoodleCloud read as Moodle LMS
ProProfs read as ProProfs Training Maker
SAP SuccessFactors read as SAP SuccessFactors Learning
Self-hosted Moodle read as Moodle LMS
Totara read as Totara Learn
Tovuti read as Tovuti LMS
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Alison's Free LMS
Angel
Anthology Blackboard Learn / Blackboard Ultra
BambooHR LMS
Blackboard Learn "Original View"
Blackboard Learn Ultra (by Anthology)
Instructure Canvas
LMS365
Northpass
Opigno
Oracle Learning Management
OttoLearn
Paid Canvas
Travitor
Discontinued, still offered
No shut-down product was recommended here.