Compliance training for small business buyers
Asked as “compliance training platform”, and as “harassment prevention training provider”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
49%
Clear leader
49EasyLlama19TalentLMS11Traliant21others
49% of first choices, clear leader.
Since September 2026↗new leaderNew leader since September 2026: EasyLlama (51%) replaces TalentLMS (35% then, 19% now), 32 points clear, past the 13-point floor.EasyLlama leads at 51%, replacing TalentLMS, which led at 35% and stands at 19% now: 32 points clear, past the floor. The verdict moved from contested to clear leader.
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.This pageMid-market
Traliant22%Contested▼−4Since September 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
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.This pageMid-marketTraliant22%Contested▼−4Since September 2026: 22% → 18%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseNAVEX24%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01EasyLlama49%6%63endorsed leader▲+19Since September 2026: 33% → 51%, +19 points. Past the 13-point floor: movement. Read over the models both editions asked.33% → 51%
EasyLlama49%6%63endorsed leader▲+19Since September 2026: 33% → 51%, +19 points. Past the 13-point floor: movement. Read over the models both editions asked.33% → 51%02
TalentLMS19%0%35accepted challenger▼−16Since September 2026: 35% → 19%, −16 points. Past the 13-point floor: movement. Read over the models both editions asked.35% → 19%
TalentLMS19%0%35accepted challenger▼−16Since September 2026: 35% → 19%, −16 points. Past the 13-point floor: movement. Read over the models both editions asked.35% → 19%03Traliant11%3%37accepted challenger▲+6Since September 2026: 2% → 9%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 9%
Traliant11%3%37accepted challenger▲+6Since September 2026: 2% → 9%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 9%04
SC Training8%0%12accepted 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%12accepted challenger▲+4Since September 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 9%05
Ethena4%0%16accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%
Ethena4%0%16accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%06NAVEX4%55%22criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%
NAVEX4%55%22criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%07
Coggno2%9%11accepted challenger▼−7Since September 2026: 9% → 2%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 2%
Coggno2%9%11accepted challenger▼−7Since September 2026: 9% → 2%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 2%Show the three products at 0%, ordered by negative rate
10
360training0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
360training0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
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%08
iSpring Learn0%7%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
iSpring Learn0%7%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01EasyLlama49%
EasyLlama49%02TalentLMS19%
TalentLMS19%03Traliant11%
Traliant11%04SC Training8%
SC Training8%05Ethena4%
Ethena4%06NAVEX4%
NAVEX4%07Coggno2%
Coggno2%08iSpring Learn0%
iSpring Learn0%09KnowBe4 Compliance Plus0%
KnowBe4 Compliance Plus0%10360training0%
360training0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, 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.
NAVEX55%
12 of 22 labels negative · 9 of 14 models · 3 hard negative
“Large, enterprise-focused providers like Cornerstone OnDemand, Docebo, and NAVEX are often too expensive and complex for small businesses.” Mistral Small, negative prompt
360training60%
6 of 10 labels negative · 6 of 14 models · 6 hard negative
“**360 Training (360training.com)** is the one provider with the most documented, recurring complaints that should give small businesses serious pause” DeepSeek V4 Flash, negative prompt
Docebo100%
6 of 6 labels negative · 6 of 14 models · 4 hard negative
“Large, enterprise-focused providers like Cornerstone OnDemand, Docebo, and NAVEX are often too expensive and complex for small businesses.” Mistral Small, negative prompt
Cornerstone OnDemand83%
5 of 6 labels negative · 5 of 14 models · 3 hard negative
“Large, enterprise-focused providers like Cornerstone OnDemand, Docebo, and NAVEX are often too expensive and complex for small businesses.” Mistral Small, 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
79 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. 972 links across 174 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 · Coggno43 answers · 81 citations · 12 models
vendor site · EasyLlama39 answers · 58 citations · 12 models
vendor site · Continu29 answers · 29 citations · 11 models
29 answers · 29 citations · 10 models
vendor site · Thinkific29 answers · 29 citations · 12 models
28 answers · 28 citations · 11 models
vendor site · FirstHR27 answers · 30 citations · 9 models
vendor site · Traliant24 answers · 30 citations · 12 models
vendor site · BizLibrary20 answers · 22 citations · 13 models
vendor site · TechClass20 answers · 20 citations · 10 models
vendor site · Mitratech18 answers · 24 citations · 10 models
vendor site · CompliQuest18 answers · 20 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.
29 answers · 11 models
29 answers · 10 models
29 answers · 12 models
28 answers · 11 models
28 answers · 11 models
26 answers · 9 models
17 answers · 11 models
17 answers · 8 models
16 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| EasyLlama easyllama.com | 49% | 126 | 3,600 | 24 | 80,528 | 15 | 8 | |
| TalentLMS talentlms.com | 19% | 348 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| Traliant traliant.com | 11% | 108 | 5,400 | 58 | 12,679 | $5 | 119 | 6 |
| SC Training safetyculture.com | 8% | 53 | 590 | 825 | 466,981 | 1 | ||
| Ethena goethena.com | 4% | 43 | 3,600 | 115 | 10,808 | $56 | 5 | |
| NAVEX navex.com | 4% | 96 | 9,900 | 250 | 21,159 | 48 | ||
| Coggno coggno.com | 2% | 33 | 210 | 0 | 14,138 | 1 | ||
| Coassemble coassemble.com | 2% | 25 | 1,300 | 12 | 2,375 | 7 | ||
| TechClass techclass.com | 2% | 6 | ||||||
| iSpring Learn ispring.com | 0% | 112 | 390 | 12 | 53,048 | $46 | 37 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (bizlibrary.com, easyllama.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 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 4.5TalentLMSEasyLlama, TraliantChangedEasyLlamaTalentLMSno first choiceagainst: 360training, Compliance Training Online, EasyLlama, NAVEX, SAI360
Two alternatives
EasyLlama, TraliantOne alternative
CoggnoThree alternatives
Mitratech Syntrio, TalentLMS, TraliantThree alternatives
EasyLlama, SkyPrep, TrainualGPT-5.4 miniEasyLlamaTraliantChangedEasyLlama, TraliantTalentLMSagainst: Moodleno first choiceagainst: IM Mastery Academy / IYOVIA
Five alternatives
Absorb LMS, BizLibrary, SAP Litmos, SC Training, TraliantTwo alternatives
National Course Portal, SHIFT HR Compliance TrainingFive alternatives
Absorb LMS, KnowBe4 Compliance Plus, Mineral, SAP Litmos, TrainualOne alternative
KnowBe4 Compliance PlusGemini 3.5 FlashEthenaEasyLlamaChangedEasyLlamaCoggnoEasyLlamaagainst: NAVEX, Skillsoft Percipioagainst: Cornerstone OnDemand, NAVEX, Skillsoft Percipio, Traliant
Four alternatives
EasyLlama, KnowBe4 Compliance Plus, Rippling LMS, WizerTwo alternatives
Ethena, TraliantFour alternatives
Coggno, Ethena, TalentLMS, TraliantThree alternatives
EasyLlama, ProProfs Training Maker, TalentLMSFive alternatives
BambooHR, GoSkills, Rippling, TalentLMS, TraliantPerplexity SonarTalentLMSNAVEXChangedEasyLlamaagainst: Docebo, NAVEX, Skillsoft PercipioTalentLMSno first choiceagainst: D2L Brightspace
Three alternatives
Coggno, EasyLlama, TrainualThree alternatives
360training, EasyLlama, TraliantFive alternatives
Coggno, Ethena, SC Training, TalentLMS, TraliantTwo alternatives
EasyLlama, TrainualGrok 4.1 FastEasyLlamaEasyLlama, TraliantChangedEasyLlama, EthenaTalentLMSagainst: EasyLlama, Google Classroom, Moodle, iSpring Learnno first choiceagainst: 360training, Absorb LMS, Cornerstone OnDemand, Docebo, NAVEX
Two alternatives
TalentLMS, TrainualThree alternatives
360training, Kantola, ProProfs Training MakerTwo alternatives
TalentLMS, TraliantOne alternative
KnowBe4 Compliance PlusMistral SmallEasyLlamaNAVEX, TechClassChangedEasyLlama, EthenaEasyLlamano first choiceagainst: Absorb LMS, BizLibrary, Cornerstone OnDemand, Docebo, EasyLlama, HR360, LearnUpon, NAVEX
Two alternatives
Continu, TechClassThree alternatives
BizLibrary, NAVEX, SAI360Two alternatives
TalentLMS, iSpring LearnDeepSeek V4 FlashEasyLlamaEasyLlamaHeldEasyLlamaagainst: NAVEX, SAI360EasyLlamaEasyLlamaagainst: Absorb LMS, Doceboagainst: 360training
Four alternatives
GoSkills, ProProfs Training Maker, SAP Litmos, TalentLMSThree alternatives
Ethena, Kantola, NAVEXTwo alternatives
Ethena, TraliantTwo alternatives
SC Training, TalentLMSTwo alternatives
Traliant, WorkhubLlama 4 MaverickEasyLlamano first choiceChangedno first choiceEasyLlama, SC Trainingno first choiceagainst: Cornerstone OnDemand, Docebo
Qwen 3.7 FlashEasyLlamaEasyLlamaHeldEasyLlamaEasyLlamano first choicenothing named
Two alternatives
BizLibrary, TaylTwo alternatives
ComplianceQuest, TraliantThree alternatives
360training, Coggno, TraliantTwo alternatives
TalentLMS, iSpring LearnKimi K2SC Training, TalentLMSEasyLlamaChangedEasyLlama, SC Trainingagainst: NAVEXSC Trainingagainst: EasyLlama, NAVEXEasyLlamaagainst: 360training, Compliance Training Online, International Compliance Association, KnowBe4 Compliance Plus, NAVEX
Two alternatives
EasyLlama, KnowBe4 Compliance PlusTwo alternatives
NAVEX, TraliantFour alternatives
Coassemble, TalentLMS, Traliant, iSpring LearnFour alternatives
KnowBe4 Compliance Plus, TalentLMS, Traliant, iSpring LearnThree alternatives
TalentLMS, Trainual, iSpring LearnGLM 4.7 FlashXTalentLMSEasyLlamaChangedEasyLlama, Konstantly, TalentLMSagainst: NAVEXSC Training, TalentLMSagainst: Coggnono first choicenothing named
Three alternatives
360Learning, SC Training, iSpring LearnFour alternatives
Compliance Training Group, Ethena, Kantola, TraliantSix alternatives
BizLibrary, Coggno, Ethena, KnowLlama, Trainual, iSpring LearnTwo alternatives
EasyLlama, iSpring LearnMiniMax M2.5EasyLlamaEasyLlamaHeldEasyLlamaEasyLlamaEasyLlama, Ethena, Traliantagainst: 360training, Absorb LMS, Compliance Training Online, Cornerstone OnDemand, DOT Compliance Group, Docebo, LearnUpon, NAVEX, Workwise Compliance
Four alternatives
Absorb Amplify, Mitratech Syntrio, Thinkific, TraliantThree alternatives
Coggno, Mitratech Syntrio, TraliantThree alternatives
Ethena, TalentLMS, TraliantThree alternatives
TalentLMS, Thinkific, iSpring LearnOne alternative
KnowBe4 Compliance PlusGPT-6 LunaEasyLlamaTraliantChangedEasyLlama, TraliantTraliantno first choicenothing named
Two alternatives
Ethena, TalentLMSTwo alternatives
California Civil Rights Department, EasyLlamaThree alternatives
KnowBe4 Compliance Plus, Mineral, NAVEXTwo alternatives
EasyLlama Pay Per Course, TalentLMSMuse Glimmer 30BCoassembleEasyLlamaChangedEasyLlama, TraliantTalentLMSno first choiceagainst: 360training, Compliance Training Online
Four alternatives
EasyLlama, SC Training, formerly EdApp, TalentLMS, iSpring LearnTwo alternatives
NAVEX One Ethics and Compliance Training for small business, ProProfs Training MakerFive alternatives
360training, BizLibrary, Coassemble, SC Training, TalentLMSFour alternatives
Coassemble, 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 09:19 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:05 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:26 | yes | 13 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:03 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:51 | yes | 16 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:17 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:42 | yes | 14 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:57 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:22 | yes | 7 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:08 | yes | 14 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:02 | yes | 13 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:46 | yes | 9 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:25 | yes | 3 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:47 | yes | 10 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:25 | yes | 16 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:29 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:44 | yes | 17 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:09 | yes | 18 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:27 | yes | 18 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:13 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:19 | yes | 22 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:11 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:46 | yes | 17 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:19 | yes | 18 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:58 | yes | 20 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:45 | yes | 7 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:55 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:31 | yes | 15 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:16 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:31 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:01 | yes | 13 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:54 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:41 | yes | 18 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:54 | yes | 8 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:33 | yes | 21 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:17 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:47 | yes | 10 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:59 | yes | 17 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:12 | yes | 14 | 55 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:36 | yes | 12 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:12 | yes | 5 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:56 | yes | 21 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:06 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:32 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:47 | yes | 15 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:47 | yes | 20 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:38 | yes | 20 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:41 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:39 | yes | 23 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:33 | yes | 9 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:34 | yes | 12 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:59 | yes | 11 | 15 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:44 | yes | 5 | 10 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:53 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:55 | yes | 11 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:08 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:21 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:18 | yes | 8 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:17 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:50 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:42 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:45 | yes | 21 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:21 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:34 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:34 | yes | 19 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:28 | no | 0 | 9 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:02 | yes | 5 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:59 | yes | 3 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:36 | yes | 13 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:28 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:40 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:16 | yes | 21 | 59 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:06 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:01 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:32 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:11 | yes | 23 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:09 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:18 | yes | 5 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:00 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:40 | yes | 23 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:00 | yes | 23 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:04 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:21 | yes | 23 | 44 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
KnowBe4 read as KnowBe4 Compliance Plus
Litmos read as SAP Litmos
NAVEX One read as NAVEX
NAVEX One (Compliance Essentials) read as NAVEX
ProProfs Training read as ProProfs Training Maker
Skillsoft read as Skillsoft Percipio
Unresolved, counted raw
California Civil Rights Department
DOT Compliance Group
EasyLlama Pay Per Course
IM Mastery Academy / IYOVIA
KnowLlama (Knowlify)
NAVEX One Ethics and Compliance Training for small business
National Course Portal
SC Training, formerly EdApp
SHIFT HR Compliance Training
SafetySkills
Tayl
WeVow
Wizer
Workhub
ZeroHR
Discontinued, still offered
No shut-down product was recommended here.