Compliance training
Asked as “compliance training platform”, and as “harassment prevention training provider”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20%
Contested · Traliant 18%
20TalentLMS18Traliant14Ethena48others
20% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: TalentLMS (20%) replaces Traliant (22% then, 18% now), 2 points clear, inside the 13-point floor.TalentLMS leads at 20%, replacing Traliant, which led at 22% and stands at 18% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →Mid-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.This pageEnterprise
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.Standing →Mid-marketTalentLMS20%Contested↗new leaderNew leader since October 2026: TalentLMS (20%) replaces Traliant (22% then, 18% now), 2 points clear, inside the 13-point floor.This pageEnterpriseNAVEX18%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01TalentLMS20%3%29accepted challenger▲+6Since October 2026: 14% → 20%, +6 points. Inside the 13-point floor: within noise.14% → 20%
TalentLMS20%3%29accepted challenger▲+6Since October 2026: 14% → 20%, +6 points. Inside the 13-point floor: within noise.14% → 20%02
Traliant18%0%33accepted challenger▼−4Since October 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise.22% → 18%
Traliant18%0%33accepted challenger▼−4Since October 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise.22% → 18%03
Ethena14%0%17accepted challenger▲+4Since October 2026: 10% → 14%, +4 points. Inside the 13-point floor: within noise.10% → 14%
Ethena14%0%17accepted challenger▲+4Since October 2026: 10% → 14%, +4 points. Inside the 13-point floor: within noise.10% → 14%04EasyLlama10%0%28accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 13-point floor: within noise.8% → 10%
EasyLlama10%0%28accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 13-point floor: within noise.8% → 10%05
Coggno10%0%18accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 13-point floor: within noise.2% → 10%
Coggno10%0%18accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 13-point floor: within noise.2% → 10%06
Absorb LMS10%0%17accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 13-point floor: within noise.8% → 10%
Absorb LMS10%0%17accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 13-point floor: within noise.8% → 10%07
SC Training4%8%12accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%
SC Training4%8%12accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%08
SAP Litmos2%17%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
SAP Litmos2%17%12accepted 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
15
Docebo0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Docebo0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%14
Cornerstone OnDemand0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Cornerstone OnDemand0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09NAVEX0%0%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
NAVEX0%0%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
SAI3600%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
SAI3600%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
iSpring Learn0%0%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
iSpring Learn0%0%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%12
Emtrain0%0%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Emtrain0%0%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%13
Skillsoft Percipio0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Skillsoft Percipio0%0%13accepted 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.
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01TalentLMS20%
TalentLMS20%02Traliant18%
Traliant18%03Ethena14%
Ethena14%04EasyLlama10%
EasyLlama10%05Coggno10%
Coggno10%06Absorb LMS10%
Absorb LMS10%07SC Training4%
SC Training4%08SAP Litmos2%
SAP Litmos2%09NAVEX0%
NAVEX0%10iSpring Learn0%
iSpring Learn0%11SAI3600%
SAI3600%12Emtrain0%
Emtrain0%13Skillsoft Percipio0%
Skillsoft Percipio0%14Cornerstone OnDemand0%
Cornerstone OnDemand0%15Docebo0%
Docebo0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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.
Compliance Training Online100%
6 of 6 labels negative · 6 of 14 models · 2 hard negative
“Trustpilot shows a 3.6/10 average (3,173 reviews), with persistent complaints about poor customer service, a confusing website, and difficulty tracking employee progress.” DeepSeek V4 Flash, negative prompt
Cornerstone OnDemand25%
4 of 16 labels negative · 4 of 14 models · 1 hard negative
“What to Avoid - Cornerstone OnDemand is powerful but typically overkill (and overpriced) for mid-market” Kimi K2, direct prompt
Docebo33%
4 of 12 labels negative · 3 of 14 models
“Authoring-first, not content-first; better suited to later-stage scaling; pricing on the higher end” DeepSeek V4 Flash, direct prompt
Compliance Solutions Occupational Trainers, Inc.
100%
2 of 2 labels negative · 2 of 14 models · 1 hard negative
“BBB Rating: B- (not accredited). ... A formal BBB complaint about threatening to withhold a certification” DeepSeek V4 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 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. 802 links across 219 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 · Coggno44 answers · 105 citations · 11 models
vendor site · Traliant24 answers · 33 citations · 13 models
vendor site · Trainual15 answers · 17 citations · 9 models
vendor site · Emtrain14 answers · 18 citations · 9 models
vendor site · ProProfs Training14 answers · 14 citations · 10 models
vendor site · Thinkific14 answers · 14 citations · 10 models
vendor site · BizLibrary13 answers · 14 citations · 7 models
vendor site · G212 answers · 22 citations · 9 models
vendor site · NAVEX12 answers · 17 citations · 6 models
12 answers · 12 citations · 6 models
12 answers · 12 citations · 7 models
11 answers · 15 citations · 6 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.
14 answers · 10 models
13 answers · 9 models
13 answers · 10 models
12 answers · 9 models
12 answers · 6 models
12 answers · 7 models
10 answers · 7 models
10 answers · 8 models
9 answers · 6 models
9 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 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 |
|---|---|---|---|---|---|---|---|---|
| TalentLMS talentlms.com | 20% | 421 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| Traliant traliant.com | 18% | 94 | 5,400 | 58 | 12,679 | $5 | 119 | 6 |
| Ethena goethena.com | 14% | 51 | 3,600 | 115 | 10,808 | $56 | 5 | |
| EasyLlama easyllama.com | 10% | 97 | 3,600 | 24 | 80,528 | 15 | 8 | |
| Coggno coggno.com | 10% | 54 | 210 | 0 | 14,138 | 1 | ||
| Absorb absorbai.com Absorb LMS 10% | 10% | 232 | 2,900 | 34 | 16,283 | $8 | 120 | |
| BizLibrary bizlibrary.com | 6% | 35 | 1,900 | 33 | 6,343 | 4 | 6 | |
| SC Training safetyculture.com | 4% | 51 | 590 | 825 | 466,981 | 1 | ||
| SAP parent site SAP Litmos 2% | 2% | 65 | 135,000 | 74,309 | ||||
| FreshLearn freshlearn.com | 2% | 30 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (bizlibrary.com, g2.com, traliant.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 mid-market B2B company?”Paraphrase“Which harassment prevention training provider would you recommend to a mid-sized B2B company?”Comparative“What are the top compliance training providers and how do they differ?”Budget-constrained“What is the best compliance training platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a compliance training platform. What should we look at?”Negative“Which compliance training providers should I avoid or be cautious about?”
Claude Haiku 4.5Absorb LMS, BizLibraryTraliantChangedCornerstone OnDemand, NAVEXTalentLMSno first choiceagainst: Compliance Solutions Occupational Trainers, Inc, Compliance Training Online, Supervisor Compliance Training Department
Three alternatives
EasyLlama, SAP Litmos, Skillsoft PercipioTwo alternatives
Coggno, Kantola Training SolutionsNine alternatives
Absorb LMS, Continu, Docebo, EasyLlama, Emtrain, LRN, Skillsoft Percipio, TalentLMS, TraliantFour alternatives
360Learning, SC Training, SkyPrep, iSpring LearnGPT-5.4 miniAbsorb LMSagainst: TalentLMSTraliantChangedTraliantSC Trainingagainst: Moodleno first choicenothing named
Three alternatives
Continu, Docebo, iSpring LearnThree alternatives
Emtrain, Everfi, SHRMSeven alternatives
Absorb LMS, Continu, Diligent Compliance & Ethics Training, Ethena, HSI Donesafe, KnowBe4 Compliance Plus, Mitratech MineralTwo alternatives
Coassemble, TalentLMSGemini 3.5 FlashEthenaEthenaHeldno first choiceTalentLMSagainst: MoodleEthenanothing named
Five alternatives
Drata, EasyLlama, KnowBe4 Compliance Plus, Traliant, VantaThree alternatives
EasyLlama, Emtrain, TraliantSeven alternatives
EasyLlama, Ethena, KnowBe4 Compliance Plus, LRN, NAVEX, Skillsoft Percipio, TraliantThree alternatives
Coggno, SafetyCulture, iSpring LearnTwo alternatives
EasyLlama, KnowBe4 Compliance PlusPerplexity SonarAbsorb LMSTraliantChangedTraliantagainst: Go1TalentLMSno first choicenothing named
Six alternatives
BizLibrary, Continu, LearnUpon, TalentLMS, Thinkific, TrainualFour alternatives
EasyLlama, Emtrain, Kantola, Mitratech SyntrioNine alternatives
EasyLlama, Ethena, HSI, KnowBe4 Compliance Plus, LRN, NAVEX, SAI360, Skillsoft Percipio, Vector SolutionsThree alternatives
EasyLlama, SC Training, iSpring LearnGrok 4.20Absorb LMSagainst: Cornerstone OnDemand, DoceboTraliantChangedTraliantagainst: Compliance Training Group, SAP SuccessFactors Learning, Saba, Training Express, i2ComplyTalentLMSagainst: Docebo, SAP Litmos, SC Trainingno first choiceagainst: Compliance Training Online
Four alternatives
Academy of Mine, EasyLlama, TalentLMS, iSpring LearnFour alternatives
Clear Law Institute, EasyLlama, Ethena, KantolaThree alternatives
Cornerstone OnDemand, Skillsoft Percipio, Vector SolutionsFour alternatives
Coassemble, SC Training, Thinkific, iSpring LearnEight alternatives
360Learning, Absorb LMS, Academy of Mine, EasyLlama, KnowBe4 Compliance Plus, LearnUpon, TalentLMS, iSpring LearnMistral SmallSAP Litmos, TalentLMSEasyLlama, TraliantChangedno first choiceCoggno, EasyLlamano first choiceagainst: Compliance Training Ltd
Three alternatives
Academy of Mine, Coggno, LearnUponOne alternative
TalentLMSDeepSeek V4 FlashEasyLlama, Traliantagainst: DoceboTraliantChangedNAVEXSC Trainingno first choiceagainst: 360training, Compliance Solutions Occupational Trainers, Inc., Compliance Training Online
Three alternatives
Absorb LMS, Coggno, TalentLMSFour alternatives
Coggno, EasyLlama, Emtrain, EthenaEight alternatives
360training, Cornerstone OnDemand, EasyLlama, Emtrain, LRN, SAI360, Skillsoft Percipio, TraliantThree alternatives
ProProfs Training Maker, TalentLMS, iSpring LearnLlama 4 MaverickBizLibraryno first choiceChangedno first choiceTalentLMSno first choicenothing named
Four alternatives
Absorb LMS, Coggno, Edmingle, TechClassThree alternatives
Coggno, FreshLearn, iSpring LearnQwen 3.7 FlashCoggnoagainst: SAP LitmosSHRMChangedSHIFT HR Compliance TrainingTalentLMSagainst: Google Workspaceno first choiceagainst: SAP, Workdaynothing named
One alternative
TechClassFour alternatives
Cultivate, Global EAL, Skillsoft Percipio, TraliantFive alternatives
Coggno, LRN, NAVEX, RegEd, TraliantThree alternatives
SC Training, Trainual, iSpring LearnKimi K2Absorb LMS, Coggnoagainst: Cornerstone OnDemand, DoceboEasyLlama, EthenaChangedNAVEX, SAI360TalentLMSno first choiceagainst: Compliance Training Online
Two alternatives
LearnUpon, TalentLMSOne alternative
TraliantFour alternatives
Coggno, Ethena, Traliant, Vector SolutionsThree alternatives
Coggno, SC Training, iSpring LearnGLM 4.7 FlashXBizLibraryEthenaChangedNAVEXagainst: Cornerstone OnDemandSkillcast CoreComplianceno first choiceagainst: CE Broker, Compliance Solutions Occupational Trainers, Inc., Compliance Training Online, FMCSA Compliance Processing Group, Mortgage Educators and Compliance
Six alternatives
Absorb LMS, EasyLlama, LearnUpon, ProProfs Training Maker, SAP Litmos, TalentLMSOne alternative
TraliantThree alternatives
SAI360, SAP Litmos, Skillsoft PercipioThree alternatives
SC Training, TalentLMS, iSpring LearnMiniMax M2.5CoggnoEthenaChangedSAI360against: Cornerstone OnDemandTalentLMSno first choiceagainst: Valor Security & Investigations
Four alternatives
Absorb LMS, LearnUpon, ProProfs Training Maker, TalentLMSTwo alternatives
EasyLlama, TraliantFive alternatives
Absorb LMS, NAVEX, SAP SuccessFactors Learning, Traliant, Vector SolutionsOne alternative
SC TrainingGPT-6 LunaEthenaTraliantChangedLRN, NAVEXagainst: KnowBe4 Compliance PlusEasyLlamano first choicenothing named
Two alternatives
NAVEX, TraliantTwo alternatives
Emtrain, NAVEXThree alternatives
SAI360, Skillsoft Percipio, TraliantTwo alternatives
Ethica, TalentLMSMuse Glimmer 30BCoggnoTraliantChangedno first choiceFreshLearn, TalentLMSno first choiceagainst: 360training Inc / 360training.com, Career Step, Compliance Training Online, Guidance Interactive, Internet Teaching and Training Specialists, LLC, Online Trading Academy, Seed Consulting, LLC / Seed Capital / Foundation Funding
Six alternatives
Absorb LMS, Docebo, NAVEX, SAP Litmos, TalentLMS, TraliantTwo alternatives
EasyLlama, EmtrainTwo alternatives
EasyLlama, iSpring 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 09:22 | yes | 14 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:57 | yes | 1 | 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 12:26 | yes | 10 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:12 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 9 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:50 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:10 | yes | 23 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:50 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | yes | 9 | 51 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:50 | yes | 10 | 55 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:54 | yes | 14 | 46 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:49 | yes | 10 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:56 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:08 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:14 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:52 | yes | 6 | 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 11:43 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:48 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:46 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:00 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:46 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:06 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:37 | yes | 20 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:50 | yes | 19 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:01 | yes | 15 | 39 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 4 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 17 | 38 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:09 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:22 | yes | 3 | 9 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 12:07 | yes | 7 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:56 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 5 | 40 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:33 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:00 | yes | 24 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:02 | yes | 5 | 15 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 19 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:24 | yes | 24 | 155 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:43 | yes | 25 | 82 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:16 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:23 | yes | 12 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:24 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:50 | yes | 1 | 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 08:52 | yes | 10 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:45 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:44 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:03 | yes | 25 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:17 | yes | 8 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:34 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:47 | yes | 5 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:03 | yes | 24 | 76 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:49 | yes | 5 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:37 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:29 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:32 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:10 | no | 0 | 5 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 08:56 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:38 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 10 | 38 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:13 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:41 | yes | 20 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:33 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:01 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 15 | 64 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 20 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:39 | no | 0 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:57 | yes | 3 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:34 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:23 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:07 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:13 | yes | 9 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:59 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 28 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:27 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:24 | yes | 23 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:58 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:06 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:48 | yes | 22 | 101 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:47 | yes | 15 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:18 | no | 0 | 4 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:55 | yes | 24 | 26 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
Cornerstone read as Cornerstone OnDemand
EdApp read as SC Training
EdApp (SC Training) read as SC Training
KnowBe4 read as KnowBe4 Compliance Plus
Litmos read as SAP Litmos
Litmos (SAP) read as SAP Litmos
NAVEX One read as NAVEX
Skillsoft read as Skillsoft Percipio
Skillsoft (Percipio) read as Skillsoft Percipio
Skillsoft (Percipio/Compliance Solutions) read as Skillsoft Percipio
Skillsoft (Perspective) read as Skillsoft Percipio
Skillsoft (Skillsoft Compliance) read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
360training Inc / 360training.com
CE Broker
City Learning
Clear Law Institute LLC
Compliance Solutions Occupational Trainers, Inc
Compliance Training Ltd
Comply365
Diligent Compliance & Ethics Training
Emtrain Inc.
Ethica
Ethix360
FMCSA Compliance Processing Group
GP Strategies
Global EAL
Guidance Interactive
HSI Donesafe
Highfield
Internet Teaching and Training Specialists, LLC (ITT)
LearnSignal
Mandatory Training Group
Meridian
Mortgage Educators and Compliance (MEC)
Safetrac
Seed Consulting, LLC / Seed Capital / Foundation Funding
Shift eLearning
Skillcast CoreCompliance
Supervisor Compliance Training Department
Training Express
i2Comply
Discontinued, still offered
No shut-down product was recommended here.