Compliance training for enterprise buyers
Asked as “compliance training platform”, and as “harassment prevention training provider”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18NAVEX18Traliant11Coggno54others
18% of first choices, contested.
Since October 2026▼−6Since October 2026: 24% → 18%, −6 points. Inside the 13-point floor: within noise.NAVEX held the lead, −6 points on 24%, 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
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.Standing →Enterprise
NAVEX18%Contested▼−6Since October 2026: 24% → 18%, −6 points. Inside the 13-point floor: within noise.This page
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.Standing →EnterpriseNAVEX18%Contested▼−6Since October 2026: 24% → 18%, −6 points. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01NAVEX18%9%43accepted challenger▼−6Since October 2026: 24% → 18%, −6 points. Inside the 13-point floor: within noise.24% → 18%
NAVEX18%9%43accepted challenger▼−6Since October 2026: 24% → 18%, −6 points. Inside the 13-point floor: within noise.24% → 18%02
Traliant18%7%41accepted challenger▲+4Since October 2026: 14% → 18%, +4 points. Inside the 13-point floor: within noise.14% → 18%
Traliant18%7%41accepted challenger▲+4Since October 2026: 14% → 18%, +4 points. Inside the 13-point floor: within noise.14% → 18%03
Coggno11%12%16accepted challenger▼−3Since October 2026: 14% → 11%, −3 points. Inside the 13-point floor: within noise.14% → 11%
Coggno11%12%16accepted challenger▼−3Since October 2026: 14% → 11%, −3 points. Inside the 13-point floor: within noise.14% → 11%04
Ethena7%10%20accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise.2% → 7%
Ethena7%10%20accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise.2% → 7%05
Absorb LMS5%11%27accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%
Absorb LMS5%11%27accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%06
Docebo5%12%25accepted challenger▼−3Since October 2026: 8% → 5%, −3 points. Inside the 13-point floor: within noise.8% → 5%
Docebo5%12%25accepted challenger▼−3Since October 2026: 8% → 5%, −3 points. Inside the 13-point floor: within noise.8% → 5%07
Cornerstone OnDemand4%15%26accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
Cornerstone OnDemand4%15%26accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%08
SAP Litmos4%18%17accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
SAP Litmos4%18%17accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%09
KnowBe4 Compliance Plus2%6%17accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
KnowBe4 Compliance Plus2%6%17accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%10
Skillsoft Percipio2%24%21accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Skillsoft Percipio2%24%21accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%11EasyLlama2%18%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
EasyLlama2%18%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%12TalentLMS2%30%10criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
TalentLMS2%30%10criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the two products at 0%, ordered by negative rate
14
SAI3600%12%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
SAI3600%12%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%13
Emtrain0%0%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Emtrain0%0%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01NAVEX18%
NAVEX18%02Traliant18%
Traliant18%03Coggno11%
Coggno11%04Ethena7%
Ethena7%05Absorb LMS5%
Absorb LMS5%06Docebo5%
Docebo5%07Cornerstone OnDemand4%
Cornerstone OnDemand4%08SAP Litmos4%
SAP Litmos4%09KnowBe4 Compliance Plus2%
KnowBe4 Compliance Plus2%10Skillsoft Percipio2%
Skillsoft Percipio2%11EasyLlama2%
EasyLlama2%12TalentLMS2%
TalentLMS2%13Emtrain0%
Emtrain0%14SAI3600%
SAI3600%What they warned about
Zero 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 4.20, 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.
Skillsoft Percipio24%
5 of 21 labels negative · 5 of 14 models
“Content libraries are vast but can feel dated or generic in spots; engagement is sometimes criticized as low for mandatory compliance” Grok 4.20, negative prompt
NAVEX9%
4 of 43 labels negative · 4 of 14 models · 1 hard negative
“you should avoid "quote-based" vendors” GLM 4.7 FlashX, budget prompt
Cornerstone OnDemand15%
4 of 26 labels negative · 4 of 14 models
“Even established names such as NAVEX, Skillsoft, Litmos, Cornerstone, Traliant, and others should be evaluated against the enterprise's jurisdictions” Perplexity Sonar, negative prompt
Absorb LMS11%
3 of 27 labels negative · 3 of 14 models · 1 hard negative
“you should avoid "quote-based" vendors. These are the industry standards (like Absorb LMS, SAP Litmos, Docebo, and NAVEX One), but they do not publish rates.” GLM 4.7 FlashX, budget 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
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. 903 links across 264 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 · Coggno48 answers · 117 citations · 12 models
26 answers · 26 citations · 11 models
vendor site · Traliant23 answers · 31 citations · 12 models
vendor site · Thinkific20 answers · 24 citations · 11 models
vendor site · G218 answers · 32 citations · 10 models
vendor site · EasyLlama18 answers · 19 citations · 10 models
vendor site · NAVEX17 answers · 35 citations · 7 models
vendor site · Emtrain16 answers · 21 citations · 10 models
vendor site · BizLibrary15 answers · 15 citations · 8 models
14 answers · 16 citations · 8 models
vendor site · Trainual13 answers · 13 citations · 7 models
11 answers · 12 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
26 answers · 11 models
18 answers · 10 models
13 answers · 8 models
13 answers · 7 models
12 answers · 10 models
11 answers · 7 models
10 answers · 8 models
10 answers · 8 models
9 answers · 6 models
9 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 |
|---|---|---|---|---|---|---|---|---|
| NAVEX navex.com | 18% | 84 | 9,900 | 250 | 21,159 | 48 | ||
| Traliant traliant.com | 18% | 94 | 5,400 | 58 | 12,679 | $5 | 119 | 6 |
| Coggno coggno.com | 11% | 54 | 210 | 0 | 14,138 | 1 | ||
| Ethena goethena.com | 7% | 51 | 3,600 | 115 | 10,808 | $56 | 5 | |
| Absorb absorbai.com Absorb LMS 5% | 5% | 232 | 2,900 | 34 | 16,283 | $8 | 120 | |
| Docebo docebo.com | 5% | 360 | 9,900 | 242 | 98,677 | 15 | 4 | |
| Thinkific thinkific.com | 5% | 76 | 22,200 | 301 | 262,041 | 39 | ||
| Cornerstone cornerstoneondemand.com Cornerstone OnDemand 4% | 4% | 266 | 165,000 | 17,999 | 33,785 company | $428 | 100 | |
| SAP parent site SAP Litmos 4% | 4% | 65 | 135,000 | 74,309 | ||||
| Academy of Mine academyofmine.com | 4% | 17 | 140 | 2 | 2,016 |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (bizlibrary.com, easyllama.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 an enterprise B2B company?”Paraphrase“Which harassment prevention training provider would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade compliance training providers and how do they differ?”Budget-constrained“What is the best compliance training platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a compliance training platform. What should we look at?”Negative“Which compliance training providers should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Absorb LMSNAVEX, TraliantChangedno first choiceTalentLMSagainst: Skillsoft Percipiono first choiceagainst: NAVEX, Skillcast, Workday Learning
Three alternatives
Continu, Docebo, Skillsoft PercipioOne alternative
LRNTwo alternatives
Docebo, iSpring SuiteGPT-5.4 miniAbsorb LMSTraliantChangedNAVEXSAP Litmosagainst: Skillsoft Percipiono first choiceagainst: Career Step
Three alternatives
Ethena, SAP Litmos, SAP SuccessFactors HCMThree alternatives
EasyLlama, Paycom, SAI360Nine alternatives
360Learning, Absorb LMS, Docebo, Ethena, SAI360, SAP Litmos, SAP SuccessFactors Learning, Traliant, emPower eLearningOne alternative
TalentLMSGemini 3.5 FlashEthenaTraliantChangedNAVEXNAVEX, Skillsoft PercipioEthenanothing named
Six alternatives
Absorb LMS, Continu, EasyLlama, NAVEX, Skillsoft Percipio, TraliantThree alternatives
Emtrain, LRN, NAVEXSix alternatives
Emtrain, Ethena, LRN Corporation, SAI360, Skillsoft Percipio, TraliantFive alternatives
Absorb LMS, Coggno, Cornerstone OnDemand, EasyLlama, EthenaFour alternatives
EasyLlama, KnowBe4 Compliance Plus, NAVEX, TraliantPerplexity SonarDoceboTraliantChangedNAVEXValamisno first choiceagainst: Cornerstone OnDemand, EasyLlama, Ethena, NAVEX, SAP Litmos, SimpliTrain, Skillsoft Percipio, Traliant
Four alternatives
Absorb LMS, Academy of Mine, Cornerstone OnDemand, LearnUponFour alternatives
Emtrain, LRN, NAVEX, Vector SolutionsNine alternatives
Cornerstone OnDemand, Docebo, Ethena, KnowBe4 Compliance Plus, LRN, MedTrainer, Mitratech Syntrio, RegEd, Skillsoft PercipioFour alternatives
Absorb LMS, Coggno, NAVEX, ThinkificGrok 4.20DoceboEthenaChangedagainst: EasyLlama, HSI, KnowBe4 Compliance PlusTraliantagainst: Docebo, TalentLMSCoggnoagainst: 360Learning, Absorb LMS, Docebo, Ethena, SAP Litmos, TalentLMS, Traliant, WorkRamp, iSpring Suiteno first choiceagainst: Coggno, Cornerstone OnDemand, MedTrainer, Saba, Skillsoft Percipio
Seven alternatives
Absorb LMS, EasyLlama, Ethena, NAVEX, Skillsoft Compliance, TalentLMS, iSpring LearnTwo alternatives
NAVEX, TraliantFive alternatives
Absorb LMS, Cornerstone OnDemand, Ethena, NAVEX, SAI360Two alternatives
LifterLMS, SAI360Mistral SmallAbsorb Amplify, ThinkificNAVEXChangedCoggnoCoggnoagainst: Absorb LMS, Cornerstone OnDemand, SAI360no first choicenothing named
Two alternatives
Edmingle, NAVEXThree alternatives
EasyLlama, Kantola Training Solutions, TraliantTen alternatives
360training, Absorb Amplify, Absorb LMS, Cornerstone OnDemand, Docebo, KnowBe4 Compliance Plus, Mitratech Syntrio, NAVEX, Skillcast, Skillsoft PercipioDeepSeek V4 FlashDocebo, NAVEXagainst: TalentLMSNAVEXChangedNAVEX, TraliantNAVEXagainst: EasyLlama, TraliantCornerstone OnDemandagainst: Compliance Training Online, Cornerstone OnDemand, EasyLlama, ISNetworld
Four alternatives
Absorb LMS, Cornerstone OnDemand, PowerDMS, SAP LitmosTwo alternatives
Emtrain, TraliantThree alternatives
Mitratech Syntrio, SAI360, Skillsoft PercipioThree alternatives
Docebo, LifterLMS, ZenGRCEight alternatives
Absorb Amplify, Absorb LMS, Continu, Docebo, KnowBe4 Compliance Plus, Mitratech Syntrio, SAP SuccessFactors Learning, Vector SolutionsLlama 4 MaverickThinkificKantola Training Solutions, NAVEX, TraliantChangedCoggnono first choiceno first choicenothing named
Four alternatives
Absorb LMS, Continu, Docebo, EdmingleFour alternatives
Absorb LMS, Cornerstone OnDemand, Docebo, SkillcastQwen 3.7 FlashAcademy of MineTraliantChangedno first choiceCoggnono first choicenothing named
Three alternatives
KnowBe4 Compliance Plus, Mitratech Syntrio, Skillsoft PercipioThree alternatives
Emtrain, NAVEX, SHIFT HR Compliance TrainingTwo alternatives
Absorb LMS, SAP LitmosKimi K2Cornerstone OnDemandTraliantChangedNAVEXKnowBe4 Compliance Plusagainst: Coggno, SAI360, Skillsoft Percipiono first choiceagainst: Sabaagainst: Online Trading Academy, Pearson Education, Response Marketing Group
Two alternatives
Docebo, SAP LitmosTwo alternatives
Emtrain, NAVEXFour alternatives
Cornerstone OnDemand, KnowBe4 Compliance Plus, SAI360, TraliantThree alternatives
Cornerstone OnDemand, NAVEX, SAP LitmosFour alternatives
Cornerstone OnDemand, Emtrain, KnowBe4 Compliance Plus, Skillsoft PercipioGLM 4.7 FlashXAbsorb LMS, ThinkificNAVEX, TraliantChangedNAVEXCoggnoagainst: Absorb LMS, Docebo, NAVEX, SAP Litmosno first choiceagainst: Compliance Training Online, Relias
Nine alternatives
Docebo, EasyLlama, HealthStream, KnowBe4 Compliance Plus, Meridian LMS, Mitratech Syntrio, SAP Litmos, SAP SuccessFactors Learning, TraliantThree alternatives
EasyLlama, Emtrain, HRTrainingCenterSeven alternatives
Coggno, Cornerstone OnDemand, LRN, Mitratech Syntrio, Skillsoft Percipio, Traliant, Vector SolutionsOne alternative
CompanyLMSMiniMax M2.5Academy of Mine, LearnUpon, SAP LitmosNAVEX, Vector SolutionsChangedNAVEXCoggnono first choicenothing named
Four alternatives
360Learning, HealthStream, KnowBe4 Compliance Plus, TalentLMSOne alternative
HRTrainingCenter.comSeven alternatives
Cornerstone OnDemand, KnowBe4 Compliance Plus, LRN, Proofpoint, SAI360, Skillsoft Percipio, TraliantTwo alternatives
CompanyLMS, Enterprise Training SolutionsGPT-6 LunaNAVEXTraliantChangedLRN, NAVEXEthenaagainst: NAVEXno first choiceagainst: eLearning Systems, LLC
Two alternatives
Docebo, TraliantTwo alternatives
Emtrain, NAVEXFour alternatives
Emtrain, SAI360, Skillsoft Percipio, TraliantOne alternative
EasyLlamaMuse Glimmer 30BAbsorb Amplify, EasyLlama, Mitratech SyntrioTraliantChangedNAVEX, Skillsoft PercipioCoggnono first choiceagainst: Flow Learning by Mapal / Flow Hospitality Training, INE, International Compliance Association, OnCourse Learning
Four alternatives
Absorb LMS, Cornerstone OnDemand, Docebo, LearnUponThree alternatives
Emtrain, HRTrainingCenter.com, NAVEX Global Workplace Harassment TrainingEight alternatives
Absorb LMS, Cornerstone OnDemand, HealthStream, KnowBe4 Compliance Plus, SAI360, SAP Litmos, Traliant, Vector SolutionsOne alternative
SimpliTrainBold 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 12:46 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:15 | yes | 4 | 8 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 12:37 | yes | 11 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:38 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 10 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:27 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:17 | yes | 24 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:54 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:18 | yes | 13 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:56 | yes | 10 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:53 | yes | 14 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 10 | 50 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:43 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:47 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:52 | yes | 1 | 9 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:48 | no | 0 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:41 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:05 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:52 | yes | 22 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:06 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:49 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:12 | yes | 19 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 13 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:45 | yes | 9 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:38 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:27 | yes | 13 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:47 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:07 | yes | 11 | 10 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 10:58 | yes | 7 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:27 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:48 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 24 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:11 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:26 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:51 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 24 | 86 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:52 | yes | 15 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:26 | yes | 8 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:46 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:37 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:55 | yes | 3 | 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 09:21 | yes | 10 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:14 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 12 | 30 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:37 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:01 | yes | 5 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:22 | yes | 25 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:22 | yes | 23 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:45 | yes | 16 | 54 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:49 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:17 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:51 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:42 | yes | 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 10:13 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:25 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 14 | 39 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:41 | yes | 22 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:16 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:40 | yes | 20 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:41 | yes | 19 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:55 | yes | 15 | 58 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:11 | yes | 10 | 33 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:28 | yes | 4 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:56 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:11 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:48 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 13 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:16 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:48 | yes | 23 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:42 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:49 | yes | 5 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:13 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:18 | yes | 25 | 97 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:00 | no | 0 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:36 | yes | 2 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:04 | 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.
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Category-scoped readings
Absorb read as Absorb LMS
Cornerstone read as Cornerstone OnDemand
Cornerstone (OnDemand / LMS) read as Cornerstone OnDemand
EdApp read as SC Training
KnowBe4 read as KnowBe4 Compliance Plus
Litmos read as SAP Litmos
Mitratech read as Mitratech Syntrio
NAVEX One read as NAVEX
Skillsoft read as Skillsoft Percipio
Skillsoft (Compliance / Percipio) read as Skillsoft Percipio
Skillsoft (Compliance Solutions) read as Skillsoft Percipio
Skillsoft (Mend) read as Skillsoft Percipio
Skillsoft (Percipio Compliance) read as Skillsoft Percipio
Skillsoft (Percipio Platform) read as Skillsoft Percipio
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Blackboard, formerly Anthology
Enterprise Training Solutions
Flow Learning by Mapal / Flow Hospitality Training
GP Strategies Corporation
HRTrainingCenter
ISNetworld
J. J. Keller
MapleLMS
NAVEX Global Workplace Harassment Training
Pearson Education
Relias
Response Marketing Group
SafetySkills
Skillsoft Compliance
Vantage Point
ZenGRC
eLearnPOSH
eLearning Systems, LLC (North American Learning Institute)
emPower eLearning
Discontinued, still offered
No shut-down product was recommended here.