Index › HR › Learning and development › Compliance training › Small business · November 2026 Edition
Compliance training for small business buyers
Asked as “compliance training platform”, and as “harassment prevention training provider”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · TalentLMS 25%
31EasyLlama25TalentLMS11FreshLearn33others
31% of first choices, contested.
Since October 2026▼−18Since October 2026: 49% → 31%, −18 points. Past the 13-point floor: movement.EasyLlama held the lead, −18 points on 49%, past the 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
EasyLlama31%Contested▼−18Since October 2026: 49% → 31%, −18 points. Past the 13-point floor: movement.This pageMid-market
TalentLMS20%Contested↗new leaderNew leader since October 2026: TalentLMS (20%) replaces Traliant (22% then, 18% now), 2 points clear, inside the 13-point floor.Standing →Enterprise
NAVEX18%Contested▼−6Since October 2026: 24% → 18%, −6 points. Inside the 13-point floor: within noise.Standing →
EasyLlama31%Contested▼−18Since October 2026: 49% → 31%, −18 points. Past the 13-point floor: movement.This pageMid-marketTalentLMS20%Contested↗new leaderNew leader since October 2026: TalentLMS (20%) replaces Traliant (22% then, 18% now), 2 points clear, inside the 13-point floor.Standing →EnterpriseNAVEX18%Contested▼−6Since October 2026: 24% → 18%, −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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01EasyLlama31%2%47endorsed leader▼−18Since October 2026: 49% → 31%, −18 points. Past the 13-point floor: movement.49% → 31%
EasyLlama31%2%47endorsed leader▼−18Since October 2026: 49% → 31%, −18 points. Past the 13-point floor: movement.49% → 31%02TalentLMS25%0%41accepted challenger▲+6Since October 2026: 19% → 25%, +6 points. Inside the 13-point floor: within noise.19% → 25%
TalentLMS25%0%41accepted challenger▲+6Since October 2026: 19% → 25%, +6 points. Inside the 13-point floor: within noise.19% → 25%04
SC Training7%0%13accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 13-point floor: within noise.8% → 7%
SC Training7%0%13accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 13-point floor: within noise.8% → 7%05
Traliant5%4%27accepted challenger▼−6Since October 2026: 11% → 5%, −6 points. Inside the 13-point floor: within noise.11% → 5%
Traliant5%4%27accepted challenger▼−6Since October 2026: 11% → 5%, −6 points. Inside the 13-point floor: within noise.11% → 5%06
Ethena5%6%18accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%
Ethena5%6%18accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%07
Coggno5%0%12accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%
Coggno5%0%12accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%Show the two products at 0%, ordered by negative rate
09NAVEX0%21%14accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%
NAVEX0%21%14accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%08
iSpring Learn0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
iSpring Learn0%7%15accepted 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.
For buyers
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
TalentLMS vs CoggnoTalentLMS vs Absorb LMSTalentLMS vs SC TrainingTalentLMS vs SAP LitmosTraliant vs EthenaTraliant vs EasyLlamaTraliant vs CoggnoTraliant vs Absorb LMSTraliant vs SC TrainingTraliant vs SAP LitmosEthena vs EasyLlamaEthena vs CoggnoEthena vs Absorb LMSEthena vs SC TrainingEthena vs SAP LitmosEasyLlama vs CoggnoEasyLlama vs Absorb LMSEasyLlama vs SC TrainingEasyLlama vs SAP LitmosCoggno vs Absorb LMSCoggno vs SC TrainingCoggno vs SAP LitmosAbsorb LMS vs SC TrainingAbsorb LMS vs SAP LitmosSC Training vs SAP Litmos
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 →
0102
03040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01EasyLlama31%
EasyLlama31%02TalentLMS25%
TalentLMS25%03FreshLearn11%
FreshLearn11%04SC Training7%
SC Training7%05Traliant5%
Traliant5%06Ethena5%
Ethena5%07Coggno5%
Coggno5%08iSpring Learn0%
iSpring Learn0%09NAVEX0%
NAVEX0%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, 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.
Cornerstone OnDemand100%
6 of 6 labels negative · 4 of 14 models · 6 hard negative
“Overly complex enterprise platforms like Cornerstone or older Skillsoft versions: Reviews frequently criticize them as too cumbersome for small teams” Grok 4.20, negative prompt
Docebo83%
5 of 6 labels negative · 3 of 14 models · 4 hard negative
“Vendors like Cornerstone OnDemand or Docebo are designed for large enterprises and will be overly complex and expensive for 30 seats.” Gemini 3.5 Flash, scale prompt
NAVEX21%
3 of 14 labels negative · 3 of 14 models · 2 hard negative
“Vendors to likely skip at your size: NAVEX One, SAI360, Skillsoft, Cornerstone, Docebo” DeepSeek V4 Flash, scale prompt
Thinkific75%
3 of 4 labels negative · 3 of 14 models
“better for enterprises but has compliance recertification tools (custom pricing, ~$500+/month)” Grok 4.20, comparative 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
72 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. 758 links across 191 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 · Coggno35 answers · 57 citations · 12 models
vendor site · FreshLearn34 answers · 37 citations · 12 models
vendor site · HubEngage23 answers · 23 citations · 10 models
vendor site · Thinkific19 answers · 19 citations · 10 models
18 answers · 20 citations · 7 models
vendor site · EasyLlama17 answers · 21 citations · 10 models
vendor site · NAVEX17 answers · 21 citations · 8 models
vendor site · Skillcast16 answers · 20 citations · 7 models
16 answers · 16 citations · 7 models
vendor site · FirstHR15 answers · 15 citations · 9 models
vendor site · Mitratech15 answers · 15 citations · 8 models
vendor site · G214 answers · 29 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.
34 answers · 12 models
22 answers · 10 models
19 answers · 10 models
18 answers · 7 models
16 answers · 7 models
15 answers · 9 models
15 answers · 8 models
15 answers · 8 models
11 answers · 8 models
11 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 compliance training platform”, “compliance training platform”, “compliance training providers”. 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 |
|---|---|---|---|---|---|---|---|---|
| EasyLlama easyllama.com | 31% | 97 | 3,600 | 24 | 80,528 | 15 | 8 | |
| TalentLMS talentlms.com | 25% | 421 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| FreshLearn freshlearn.com | 11% | 30 | ||||||
| SC Training safetyculture.com | 7% | 51 | 590 | 825 | 466,981 | 1 | ||
| Traliant traliant.com | 5% | 94 | 5,400 | 58 | 12,679 | $5 | 119 | 6 |
| Ethena goethena.com | 5% | 51 | 3,600 | 115 | 10,808 | $56 | 5 | |
| Coggno coggno.com | 5% | 54 | 210 | 0 | 14,138 | 1 | ||
| Skillcast skillcast.com | 2% | 11 | 110 | 3 | 13,532 | |||
| Tayl taylorbenefitsinsurance.com | 2% | 2 | ||||||
| Emtrain emtrain.com | 2% | 30 | 720 | 1 | 32,865 | 1 |
Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (easyllama.com, g2.com). The first result for “best compliance training platform” is exec.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 compliance training platform for a small B2B company?”Paraphrase“Which harassment prevention training provider would you recommend to a small business that sells to other businesses?”Comparative“What are the top compliance training providers for a small team and how do they differ?”Budget-constrained“What is the best compliance training platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a compliance training platform. What should we look at?”Negative“Which compliance training providers should a small business avoid or be cautious about?”
Claude Haiku 4.5TalentLMSEasyLlamaChangedEasyLlamaTalentLMSno first choiceagainst: EasyLlama, Emtrain, Ethena
Four alternatives
360Learning, Coggno, EasyLlama, FreshLearnFour alternatives
Ethena, Kantola, Mitratech Syntrio, ProProfs Training MakerTwo alternatives
TalentLMS, TraliantTwo alternatives
FreshLearn, SC TrainingGPT-5.4 miniTalentLMSTraliantChangedEasyLlamaTalentLMS, Taylno first choicenothing named
Three alternatives
Ethena, Tayl, iSpring LearnThree alternatives
Everfi, Kantola, Paragon ComplianceSix alternatives
Absorb LMS, Ethena, KnowBe4 Compliance Plus, Mitratech Mineral, SAP Litmos, TraliantTwo alternatives
Trainual, Zoho LearnGemini 3.5 FlashEthenaEthenaHeldEasyLlamaEasyLlamaEthenaagainst: Cornerstone OnDemand, Docebonothing named
Four alternatives
EasyLlama, Justworks, KnowBe4 Compliance Plus, Rippling LMSThree alternatives
EasyLlama, Rippling Learning, TraliantFive alternatives
Ethena, Gusto, KnowBe4 Compliance Plus, Rippling LMS, TraliantSeven alternatives
BambooHR, Google Form, Gusto, Microsoft Form, Rippling LMS, TalentLMS, WaybookThree alternatives
EasyLlama, KnowBe4 Compliance Plus, TraliantPerplexity SonarTalentLMSagainst: Absorb LMS, Cornerstone OnDemand, NAVEXEasyLlamaChangedEasyLlamaSC Trainingno first choicenothing named
Four alternatives
EasyLlama, Edmingle, ProProfs Training Maker, TrainualFour alternatives
Emtrain, Mitratech Syntrio, Traliant, VALORFive alternatives
Coassemble, Coggno, SC Training, TalentLMS, TrainualTwo alternatives
EasyLlama, TalentLMSGrok 4.20EasyLlamaagainst: Absorb LMS, Academy of Mine, BizLibrary, Cornerstone OnDemand, Docebo, Skillsoft PercipioEasyLlamaHeldagainst: Compliance Training Group, Required Training SolutionsEasyLlama, TalentLMSagainst: Cornerstone OnDemand, Docebo, Kallidus, LearnUpon, Thinkific, WorkRampTalentLMSagainst: 360LearningSkillcastagainst: Cornerstone OnDemand, Docebo, NAVEX, Skillsoft Percipio, Traliant, VinciWorks
Two alternatives
TalentLMS, iSpring LearnTwo alternatives
NAVEX, TraliantThree alternatives
360Learning, FreshLearn, iSpring LearnTwo alternatives
SC Training, iSpring LearnFour alternatives
Academy of Mine, SC Training, TalentLMS, iSpring LearnMistral SmallFreshLearnEasyLlama, TraliantChangedCoassemble, EasyLlamaagainst: ThinkificCoggno, FreshLearnno first choicenothing named
Three alternatives
EasyLlama, Edmingle, TalentLMSThree alternatives
Compliance Training Group, Ethena, Mitratech SyntrioFive alternatives
Coggno, FreshLearn, SAP Litmos, TalentLMS, iSpring LearnTwo alternatives
EasyLlama, TalentLMSDeepSeek V4 FlashTalentLMSEasyLlamaChangedEasyLlama, TraliantEasyLlamaTalentLMSagainst: Cornerstone OnDemand, Docebo, NAVEX, SAI360, Skillsoft Percipio, iSpring Suiteagainst: American Safety Council, Compliance Solutions Occupational Trainers, Inc., OSHA EducationCenter, OSHA Resource Group
Four alternatives
EasyLlama, NAVEX, Thirst, iSpring LearnTwo alternatives
Ethena, TraliantSix alternatives
Coassemble, Ethena, NAVEX, SAI360, TalentLMS, iSpring LearnTwo alternatives
TalentLMS, iSpring LearnThree alternatives
CompanyLMS, EasyLlama, FreshLearnLlama 4 MaverickFreshLearnEmtrainChangedno first choiceTalentLMSno first choicenothing named
Three alternatives
Edmingle, Skillcast, TalentLMSThree alternatives
Coggno, EasyLlama, FreshLearnQwen 3.7 Flash360training, SC TrainingEasyLlamaChangedTraliantCoggno, SC Trainingno first choicenothing named
Two alternatives
FreshLearn, TalentLMSTwo alternatives
Compliance Training Group, TraliantThree alternatives
360training, Arctic Wolf, SAP LitmosOne alternative
TalentLMSKimi K2EasyLlama, FreshLearnEasyLlamaChangedEasyLlamaTalentLMSno first choiceagainst: 360training, Compliance Training Online, MedTrainer, Valor Security & Investigations
Three alternatives
Ethena, TalentLMS, VubizThree alternatives
Ethena, Kantola Training Solutions, TraliantFour alternatives
Coggno, FreshLearn, TalentLMS, TraliantTwo alternatives
SC Training, iSpring LearnGLM 4.7 FlashXEasyLlamaagainst: Academy of Mine, ThinkificRequired Training SolutionsChangedEasyLlama, FreshLearnCoggno, TalentLMSno first choicenothing named
Three alternatives
SC Training, TalentLMS, iSpring LearnTwo alternatives
Catapult, Compliance Training GroupTwo alternatives
360Learning, TalentLMSThree alternatives
EasyLlama, FreshLearn, Kaizen Training ManagerMiniMax M2.5FreshLearnEasyLlamaChangedEasyLlama, TalentLMSSC Training, TalentLMSno first choicenothing named
Four alternatives
CoreCompliance, EasyLlama, Kaizen Training Manager, TalentLMSTwo alternatives
Catapult, EthenaThree alternatives
360Learning, HubEngage, NAVEXThree alternatives
Coassemble, Employee Training Manager, ProProfs Training MakerGPT-6 LunaEasyLlamaTraliantChangedEasyLlamaEasyLlamano first choicenothing named
Two alternatives
KnowBe4 Compliance Plus, TalentLMSOne alternative
MineralThree alternatives
KnowBe4 Compliance Plus, NAVEX, TraliantOne alternative
TalentLMSMuse Glimmer 30BFreshLearn, TalentLMSagainst: iSpring LearnEasyLlamaChangedEasyLlamaEasyLlama, TalentLMSno first choiceagainst: 360training, Certification Academy, Compliance Solutions Occupational Trainers, Inc, OSHA Resource Group, Symposia / Techpreneurs / Cyber Your Way
Four alternatives
Coassemble, Coggno, EasyLlama, SC TrainingThree alternatives
NAVEX, Required Training Solutions, TraliantThree alternatives
Coggno, FreshLearn, TalentLMSOne alternative
FreshLearnBold 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 11:10 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:14 | yes | 2 | 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 10:23 | yes | 6 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:34 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 24 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:41 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:47 | yes | 16 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:41 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:29 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:26 | yes | 10 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:25 | yes | 14 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:05 | yes | 5 | 50 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:54 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:04 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:52 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:26 | yes | 3 | 4 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 09:50 | yes | 10 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:36 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 13 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:22 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:12 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:53 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:58 | yes | 5 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:45 | yes | 14 | 50 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:48 | yes | 24 | 176 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:00 | yes | 23 | 69 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:53 | yes | 18 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:54 | yes | 14 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:28 | yes | 2 | 7 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 10:56 | yes | 8 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:17 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 21 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 24 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:10 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:58 | yes | 20 | 45 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:13 | yes | 8 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:16 | yes | 22 | 132 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | yes | 12 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:02 | yes | 4 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:32 | yes | 11 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:27 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:37 | yes | 2 | 5 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 10:31 | yes | 8 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:58 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:09 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:23 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:17 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:43 | yes | 24 | 69 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:58 | yes | 5 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:07 | yes | 9 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:50 | yes | 9 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:34 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:51 | yes | 12 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:13 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:23 | 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 11:58 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:33 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 9 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:52 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:08 | yes | 23 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:10 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:38 | no | 0 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:38 | no | 0 | 12 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:06 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:11 | yes | 4 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:48 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:48 | yes | 9 | 6 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:15 | yes | 3 | 4 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 10:52 | yes | 15 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:04 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 15 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:03 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:28 | yes | 24 | 21 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:37 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:06 | yes | 22 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:25 | no | 0 | 8 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:13 | no | 0 | 14 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:48 | yes | 3 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 24 | 30 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
Cornerstone read as Cornerstone OnDemand
EdApp read as SC Training
KnowBe4 read as KnowBe4 Compliance Plus
Litmos read as SAP Litmos
NAVEX One read as NAVEX
ProProfs read as ProProfs Training Maker
Rippling read as Rippling LMS
Skillsoft read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
American Safety Council
Arctic Wolf (Aurora Security Awareness)
CFIB
Compliance Solutions Occupational Trainers, Inc
EEOC
Employee Training Manager
Google Form
Microsoft Form
OSHA EducationCenter
Paragon Compliance
Quickbooks HR
Secureframe
Symposia / Techpreneurs / Cyber Your Way
VALOR
VinciWorks
Vubiz
Discontinued, still offered
No shut-down product was recommended here.