Compliance training
Asked as “compliance training platform”, and as “harassment prevention training provider”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · TalentLMS 14%
22Traliant14TalentLMS12BizLibrary53others
22% of first choices, contested.
Since September 2026▼−4Since September 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Traliant held the lead, −4 points on 22%, 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
EasyLlama49%Clear leader↗new leaderNew leader since September 2026: EasyLlama (51%) replaces TalentLMS (35% then, 19% now), 32 points clear, past the 13-point floor.Standing →Mid-market
Traliant22%Contested▼−4Since September 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterprise
NAVEX24%Contested▼−1Since September 2026: 21% → 20%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
EasyLlama49%Clear leader↗new leaderNew leader since September 2026: EasyLlama (51%) replaces TalentLMS (35% then, 19% now), 32 points clear, past the 13-point floor.Standing →Mid-marketTraliant22%Contested▼−4Since September 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterpriseNAVEX24%Contested▼−1Since September 2026: 21% → 20%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.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 September 2026
01Traliant22%3%39accepted challenger▼−4Since September 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.22% → 18%
Traliant22%3%39accepted challenger▼−4Since September 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.22% → 18%02
TalentLMS14%0%24accepted challenger▼−4Since September 2026: 15% → 11%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 11%
TalentLMS14%0%24accepted challenger▼−4Since September 2026: 15% → 11%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 11%03
BizLibrary12%5%20accepted challenger▼−11Since September 2026: 22% → 11%, −11 points. Inside the 13-point floor: within noise. Read over the models both editions asked.22% → 11%
BizLibrary12%5%20accepted challenger▼−11Since September 2026: 22% → 11%, −11 points. Inside the 13-point floor: within noise. Read over the models both editions asked.22% → 11%04
Ethena10%0%12accepted challenger▲+9Since September 2026: 2% → 11%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 11%
Ethena10%0%12accepted challenger▲+9Since September 2026: 2% → 11%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 11%05EasyLlama8%0%42accepted challenger▲+4Since September 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 9%
EasyLlama8%0%42accepted challenger▲+4Since September 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 9%06
Absorb LMS8%0%17accepted challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 9%
Absorb LMS8%0%17accepted challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 9%07
SC Training8%0%14accepted challenger▲+4Since September 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 9%
SC Training8%0%14accepted challenger▲+4Since September 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 9%08
Emtrain2%0%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Emtrain2%0%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%09
iSpring Learn2%0%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
iSpring Learn2%0%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%Show the six products at 0%, ordered by negative rate
10NAVEX0%16%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
NAVEX0%16%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11
Skillsoft Percipio0%11%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Skillsoft Percipio0%11%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%12
KnowBe4 Compliance Plus0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
KnowBe4 Compliance Plus0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%15
SAI3600%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
SAI3600%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13
Everfi0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Everfi0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%14
LRN0%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%
LRN0%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 twenty-eight head-to-head pages: the top eight products, each against each
Traliant vs EasyLlamaTraliant vs Absorb LMSTraliant vs SC TrainingTraliant vs EmtrainTalentLMS vs BizLibraryTalentLMS vs EthenaTalentLMS vs EasyLlamaTalentLMS vs Absorb LMSTalentLMS vs SC TrainingTalentLMS vs EmtrainBizLibrary vs EthenaBizLibrary vs EasyLlamaBizLibrary vs Absorb LMSBizLibrary vs SC TrainingBizLibrary vs EmtrainEthena vs EasyLlamaEthena vs Absorb LMSEthena vs SC TrainingEthena vs EmtrainEasyLlama vs Absorb LMSEasyLlama vs SC TrainingEasyLlama vs EmtrainAbsorb LMS vs SC TrainingAbsorb LMS vs EmtrainSC Training vs Emtrain
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
01Traliant22%
Traliant22%02TalentLMS14%
TalentLMS14%03BizLibrary12%
BizLibrary12%04Ethena10%
Ethena10%05EasyLlama8%
EasyLlama8%06Absorb LMS8%
Absorb LMS8%07SC Training8%
SC Training8%08Emtrain2%
Emtrain2%09iSpring Learn2%
iSpring Learn2%10NAVEX0%
NAVEX0%11Skillsoft Percipio0%
Skillsoft Percipio0%12KnowBe4 Compliance Plus0%
KnowBe4 Compliance Plus0%13Everfi0%
Everfi0%14LRN0%
LRN0%15SAI3600%
SAI3600%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Compliance Training Online86%
6 of 7 labels negative · 6 of 14 models · 4 hard negative
“**Compliance Training Online** has mixed reviews with documented problems: Courses frequently disappear from dashboards... A non-refund policy” Claude Haiku 4.5, negative prompt
360training67%
4 of 6 labels negative · 4 of 14 models · 3 hard negative
“here are specific compliance training providers you should avoid or be cautious about ... 142 total BBB complaints ... "Pattern of Complaints" alert” GLM 4.7 FlashX, negative prompt
NAVEX16%
4 of 25 labels negative · 4 of 14 models
“the learning curve is steeper, navigation can be clunky, and it may be overkill for general B2B compliance needs” DeepSeek V4 Flash, direct prompt
Cornerstone OnDemand50%
3 of 6 labels negative · 3 of 14 models
“Complex navigation, challenging support access, and outdated feel with less engaging content (Cornerstone)” Claude Haiku 4.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1037 links across 217 sites, every framing counted. Ranked by the number of answers carrying the site or page. 25 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 · Coggno39 answers · 74 citations · 12 models
vendor site · Traliant36 answers · 53 citations · 13 models
vendor site · BizLibrary27 answers · 36 citations · 12 models
vendor site · Valamis23 answers · 25 citations · 10 models
vendor site · EasyLlama22 answers · 29 citations · 11 models
22 answers · 22 citations · 10 models
vendor site · NAVEX21 answers · 32 citations · 11 models
vendor site · Emtrain20 answers · 27 citations · 10 models
vendor site · Thinkific20 answers · 21 citations · 10 models
vendor site · G219 answers · 33 citations · 10 models
vendor site · TechClass17 answers · 19 citations · 10 models
vendor site · ProProfs Training17 answers · 18 citations · 11 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.
22 answers · 10 models
20 answers · 10 models
19 answers · 10 models
19 answers · 11 models
16 answers · 8 models
16 answers · 10 models
15 answers · 10 models
15 answers · 11 models
15 answers · 11 models
15 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Traliant traliant.com | 22% | 108 | 5,400 | 58 | 12,679 | $5 | 119 | 6 |
| TalentLMS talentlms.com | 14% | 348 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| BizLibrary bizlibrary.com | 12% | 52 | 1,900 | 33 | 6,343 | 4 | 6 | |
| Ethena goethena.com | 10% | 43 | 3,600 | 115 | 10,808 | $56 | 5 | |
| EasyLlama easyllama.com | 8% | 126 | 3,600 | 24 | 80,528 | 15 | 8 | |
| Absorb absorbai.com Absorb LMS 8% | 8% | 223 | 2,900 | 34 | 16,283 | $8 | 120 | |
| SC Training safetyculture.com | 8% | 53 | 590 | 825 | 466,981 | 1 | ||
| TechClass techclass.com | 6% | 6 | ||||||
| ProProfs proprofstraining.com ProProfs Training Maker 4% | 4% | 46 | 170 | 1 | 39,341 | 0 | ||
| Emtrain emtrain.com | 2% | 21 | 720 | 1 | 32,865 | 1 |
Google's top ten for the three searches hold 23 sites; 5 of them are among the sites the models cited here (bizlibrary.com, easyllama.com, g2.com, traliant.com, valamis.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 4.5BizLibraryTraliantChangedno first choiceTalentLMSno first choiceagainst: Compliance Training Online, Cornerstone OnDemand, OpenSesame, SAI360
Three alternatives
Absorb LMS, LearnUpon, TalentLMSTwo alternatives
Coggno, EasyLlamaFive alternatives
360Learning, Coassemble, EasyLlama, Konstantly, SC TrainingGPT-5.4 miniAbsorb LMSTraliantChangedagainst: EEOC trainingTraliantTalentLMSagainst: BizLibrary, HSIno first choiceagainst: IM Mastery Academy / iMarketsLive / IM Academy / IYOVIA, Learning Tree International, LearningRx, Workplace Compliance Services
Four alternatives
Docebo, Ethena, KnowBe4 Compliance Plus, TalentLMSTwo alternatives
NAVEX, SHRM eLearningFive alternatives
Diligent Compliance & Ethics Training, EasyLlama, KnowBe4 Compliance Plus, Skillsoft Percipio, Thomson Reuters – Compliance LearningThree alternatives
Coassemble, FreshLearn, iSpring LearnGemini 3.5 FlashEthenaEthenaHeldno first choiceCoggnoEthenaagainst: Delve, Redcode
Five alternatives
Absorb LMS, EasyLlama, Rippling Learning Management, TalentLMS, TraliantThree alternatives
EasyLlama, Emtrain, TraliantSeven alternatives
EasyLlama, Emtrain, Ethena, LRN, NAVEX, Skillsoft Compliance, TraliantThree alternatives
EasyLlama, SC Training, TalentLMSFour alternatives
Absorb LMS, EasyLlama, Traliant, iSpring LearnPerplexity SonarBizLibrary, TrainualTraliantChangedno first choiceTalentLMSno first choicenothing named
Three alternatives
Absorb LMS, TalentLMS, iSpring LearnThree alternatives
Coggno, EasyLlama, EmtrainSeven alternatives
360training, EasyLlama, Emtrain, NAVEX, SAI360, Skillsoft Percipio, TraliantThree alternatives
EasyLlama, ProProfs Training Maker, SC TrainingGrok 4.1 FastAbsorb LMSagainst: NAVEXTraliantChangedno first choiceTalentLMSno first choiceagainst: 360training, Compliance Solutions Occupational Trainers, Compliance Training Online, ComplianceOnline
Three alternatives
EasyLlama, Mitratech Syntrio, TraliantFour alternatives
EasyLlama, Emtrain, Ethena, NAVEXFive alternatives
360Learning, EasyLlama, KnowBe4 Compliance Plus, SC Training, iSpring LearnMistral SmallAbsorb LMS, TechClassEmtrain, TechClassChangedno first choiceEasyLlama, SC Trainingno first choicenothing named
Two alternatives
BizLibrary, ProProfs Training MakerTwo alternatives
CompliQuest, SafetyCultureThree alternatives
Coassemble, NAVEX One Compliance Essentials, TalentLMSDeepSeek V4 FlashTraliantagainst: NAVEX, Skillsoft PercipioTraliantHeldagainst: Everfino first choiceSC Trainingno first choiceagainst: 360training, Career Step, Compliance Training Online, OnCourse Learning
Two alternatives
BizLibrary, EasyLlamaThree alternatives
Emtrain, Ethena, KantolaFour alternatives
EasyLlama, KnowBe4 Compliance Plus, TalentLMS, iSpring LearnLlama 4 MaverickBizLibrary, ProProfs Training Maker, TechClassno first choiceChangedno first choiceCoassemble, SC Trainingno first choicenothing named
Three alternatives
Konstantly, Thinkific, TrainualQwen 3.7 FlashAbsorb LMSagainst: Cornerstone OnDemandTraliantChangedBizLibrarySC Training, TalentLMSno first choicenothing named
Three alternatives
NAVEX, TalentLMS, iSpring LearnTwo alternatives
Compliance Training Group, EmtrainSix alternatives
Everfi, HSI, NAVEX, SAI360, Skillsoft Percipio, TraliantTwo alternatives
Moodle, iSpring SuiteKimi K2EasyLlamaEthenaChangedno first choiceProProfs Training Makerno first choiceagainst: Compliance Solutions Occupational Trainers, Inc, Compliance Training Online, KnowBe4 Compliance Plus, Skillsoft Percipio
Two alternatives
NAVEX, TraliantTwo alternatives
EasyLlama, TraliantSeven alternatives
EasyLlama, Everfi, KnowBe4 Compliance Plus, NAVEX, SAI360, Skillsoft Percipio, TraliantThree alternatives
SC Training, TalentLMS, iSpring LearnGLM 4.7 FlashXBizLibraryTraliantChangedno first choiceEasyLlamano first choiceagainst: 360training, Certification Academy, Compliance Training Online, ENTRE
Three alternatives
Absorb LMS, KnowBe4 Compliance Plus, TraliantOne alternative
EasyLlamaFour alternatives
Moodle, SC Training, TalentLMS, iSpring LearnMiniMax M2.5BizLibraryagainst: Cornerstone OnDemandEthenaChangedagainst: NAVEXno first choiceEasyLlama, iSpring Learnno first choiceagainst: 360training, Certification Academy, Compliance Training Online
Two alternatives
Go1, TraliantOne alternative
TraliantThree alternatives
SC Training, Securan, TalentLMSGPT-6 LunaTraliantagainst: NAVEXTraliantHeldno first choiceTalentLMSno first choicenothing named
Two alternatives
Ethena, KnowBe4 Compliance PlusOne alternative
EasyLlamaSix alternatives
EasyLlama, LRN, NAVEX, SAI360, Skillsoft Percipio, TraliantOne alternative
EasyLlamaMuse Glimmer 30BBizLibraryTraliantChangedno first choiceTalentLMSno first choiceagainst: Traliant
Five alternatives
Absorb LMS, EasyLlama, SkyPrep, TalentLMS, TrainualThree alternatives
Emtrain, Kantola, NAVEXThree alternatives
EasyLlama, SC Training, 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. 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 07:51 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:30 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:54 | yes | 16 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:19 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:40 | yes | 19 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:36 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:47 | yes | 20 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:50 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:45 | yes | 8 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:15 | yes | 17 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:49 | yes | 21 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:09 | yes | 9 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:05 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:48 | yes | 10 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:37 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:41 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:05 | yes | 32 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:33 | yes | 16 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:03 | yes | 20 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:02 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:05 | yes | 23 | 43 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:04 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:25 | yes | 10 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:29 | yes | 19 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:01 | yes | 23 | 47 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:38 | yes | 13 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:57 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:35 | yes | 15 | 33 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:23 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:20 | yes | 24 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:11 | yes | 29 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:06 | yes | 19 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:49 | yes | 9 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:18 | yes | 22 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:39 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:23 | yes | 9 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:38 | yes | 19 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:04 | yes | 18 | 108 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:00 | yes | 24 | 44 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:22 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:14 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:08 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:14 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:42 | yes | 14 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:07 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:45 | yes | 17 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:55 | yes | 7 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:53 | yes | 20 | 63 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:54 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:29 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:58 | yes | 14 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 17 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:00 | yes | 9 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:42 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:02 | yes | 12 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:23 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:14 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:08 | yes | 11 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:29 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:45 | yes | 14 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:37 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:50 | yes | 16 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:00 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:58 | yes | 19 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:24 | no | 0 | 11 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:17 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:04 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:47 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:03 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:47 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:59 | yes | 22 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:14 | yes | 17 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:38 | yes | 18 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:44 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:12 | yes | 23 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:10 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:26 | yes | 5 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:00 | yes | 22 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:43 | yes | 24 | 22 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:03 | yes | 13 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:23 | yes | 2 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:35 | yes | 25 | 35 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
ProProfs Training read as ProProfs Training Maker
Skillsoft read as Skillsoft Percipio
Skillsoft (Percipio) read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Arlo
CYPHER
Catapult
Compliance Solutions Occupational Trainers
Compliance Solutions Occupational Trainers, Inc (Colorado)
D2L
Diligent Compliance & Ethics Training
EEOC training
ENTRE
Ethiciti
GP Strategies Corp.
HIPAA Exams
IM Mastery Academy / iMarketsLive / IM Academy / IYOVIA
Learning Tree International
LearningRx
MedTrainer
MedTrainer / ProHIPAA / HIPAA Exams
NAVEX One Compliance Essentials
ProHIPAA
Redcode
Rippling Learning Management
SHRM eLearning
Skillsoft Compliance
Taliant
Workplace Compliance Services
Discontinued, still offered
No shut-down product was recommended here.