HR AI Index
Index › Learning and development › Compliance training › Enterprise › September 2026 Edition

Compliance training for enterprise buyers

Asked as “compliance training platform”, and as “harassment prevention training provider”, on behalf of an enterprise B2B company. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
NAVEX
Contested
21% of first choices, contested.
ShowinginAll 50 categories →

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 businessTalentLMS35%ContestedStanding →Mid-marketTraliant22%ContestedStanding →EnterpriseNAVEX21%ContestedThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01NAVEX21%3%39accepted challenger
02Traliant16%0%27accepted challenger
03Coggno12%0%18accepted challenger
04Cornerstone OnDemand12%22%27accepted challenger
05Absorb LMS7%14%21accepted challenger
06KnowBe4 Compliance Plus7%8%13accepted challenger
07Emtrain2%0%18accepted challenger
08Ethena2%7%15accepted challenger
09SAI3602%20%10accepted challenger
Show the four products at 0%, ordered by negative rate
12Docebo0%21%19accepted challenger
13EasyLlama0%17%18accepted challenger
11Skillsoft0%15%20accepted challenger
10LRN0%0%15accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Traliant vs BizLibraryTraliant vs TalentLMSBizLibrary vs TalentLMS

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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01NAVEX21%
02Traliant16%
03Coggno12%
04Cornerstone OnDemand12%
05Absorb LMS7%
06KnowBe4 Compliance Plus7%
07Emtrain2%
08Ethena2%
09SAI3602%
10LRN0%
11Skillsoft0%
12Docebo0%
13EasyLlama0%

02What they warned about

One of twelve 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, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
SAP Litmos
67%
6 of 9 labels negative · 6 of 12 models
“standard "per-user" licensing (like Cornerstone or SAP Litmos) is often difficult to forecast” Qwen 3.7 Flash, budget prompt
Cornerstone OnDemand
22%
6 of 27 labels negative · 4 of 12 models · 2 hard negative
“Avoid quote-only pitfalls: Platforms like Absorb LMS, Docebo, or Cornerstone are enterprise-grade but lack public tiers” Grok 4.1 Fast, budget prompt
Docebo
21%
4 of 19 labels negative · 4 of 12 models · 1 hard negative
“Avoid quote-only pitfalls: Platforms like Absorb LMS, Docebo, or Cornerstone ... lack public tiers, risking "surprises"” Grok 4.1 Fast, budget prompt
Absorb LMS
14%
3 of 21 labels negative · 3 of 12 models · 1 hard negative
“Avoid quote-only pitfalls: Platforms like Absorb LMS, Docebo, or Cornerstone are enterprise-grade but lack public tiers” Grok 4.1 Fast, budget prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

62 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 861 links across 203 sites, every framing counted. Ranked by the number of answers carrying the site or page.

coggno.com
vendor site · Coggno45 answers · 117 citations · 10 models
valamis.com
vendor site · Valamis26 answers · 28 citations · 11 models
bizlibrary.com
vendor site · BizLibrary24 answers · 28 citations · 10 models
compliquest.com
vendor site · CompliQuest22 answers · 22 citations · 11 models
expertinsights.com
22 answers · 22 citations · 9 models
emtrain.com
vendor site · Emtrain21 answers · 27 citations · 10 models
trainual.com
vendor site · Trainual21 answers · 21 citations · 10 models
konstantly.com
vendor site · Konstantly19 answers · 19 citations · 9 models
g2.com
15 answers · 32 citations · 8 models
hrtechsaas.com
vendor site · HRTechSaaS15 answers · 15 citations · 9 models
traliant.com
vendor site · Traliant14 answers · 24 citations · 7 models
navex.com
vendor site · NAVEX12 answers · 20 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.

valamis.com/blog/best-compliance-training-software
25 answers · 10 models
expertinsights.com/compliance/top-compliance-training-solutions
22 answers · 9 models
trainual.com/manual/top-compliance-training-platforms-2026
21 answers · 10 models
emtrain.com/blog/ethics-and-compliance/the-best-compliance-training-vendors…
19 answers · 9 models
konstantly.com/blog/compliance-training-software-comparison
19 answers · 9 models
bizlibrary.com/blog/training-programs/top-10-compliance-training-content-pr…
16 answers · 9 models
hrtechsaas.com/blog/best-compliance-training-platforms
15 answers · 9 models
bizlibrary.com/blog/compliance-safety/best-compliance-training-software-com…
12 answers · 8 models
compliquest.com/en/blog/best-compliance-training-platforms-compared-2026
11 answers · 7 models
shiftelt.com/hr-compliance-training-providers-comparison
11 answers · 8 models

04How 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.
ModelDirect“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 LMS
Two alternativesNAVEX, Skillsoft
NAVEXChanged
One alternativeTraliant
NAVEX
Five alternativesAbsorb LMS, Coggno, Cornerstone OnDemand, EasyLlama, LRN
iSpring Learn
Two alternativesEasyLlama, TalentLMS
against: Absorb LMS, Docebo, LearnUpon, SAP Litmosno first choicenothing named
GPT-5.4 miniSAP Litmos
One alternativeDocebo
TraliantChangedCornerstone OnDemand
Four alternativesAbsorb LMS, Docebo, KnowBe4 Compliance Plus, NAVEX
against: SAP LitmosTalentLMS
One alternativeDocebo
no first choicenothing named
Gemini 3.5 FlashNAVEX
Five alternativesAbsorb LMS, Cornerstone OnDemand, Docebo, EasyLlama, Traliant
EthenaChanged
Three alternativesEmtrain, NAVEX, Traliant
NAVEX
Five alternativesEasyLlama, Ethena, LRN, SAI360, Traliant
Rethink Compliance
Five alternativesArythmatic Cloud, Coggno, Kriya Stack, NAVEX, Traliant
no first choiceagainst: Delve, Everfi
Perplexity SonarCornerstone OnDemand
Four alternativesAbsorb LMS, Docebo, KnowBe4 Compliance Plus, NAVEX
TraliantChanged
Two alternativesEmtrain, NAVEX
no first choice
Eleven alternatives360training, Absorb LMS, Cornerstone OnDemand, Emtrain, Ethena, LRN, NAVEX, SAI360, Skillsoft, Traliant, Vector Solutions
against: DoceboThinkific
Four alternativesAbsorb LMS, Cornerstone OnDemand, Docebo, Skillsoft Percipio
no first choicenothing named
Grok 4.1 FastAbsorb LMS
Four alternativesCornerstone OnDemand, Docebo, Ethena, NAVEX
TraliantChanged
Four alternativesCoggno, Emtrain, Ethena, NAVEX
NAVEX, Traliant
Six alternativesAbsorb LMS, Cornerstone OnDemand, Ethena, LRN, Skillsoft, Vector Solutions
KnowBe4 Compliance Plus
One alternativeiSpring Learn
against: Absorb LMS, Cornerstone OnDemand, Docebo, Ethena, SAP Litmos, TalentLMSKnowBe4 Compliance Plus
Four alternativesAbsorb LMS, Mineral, Mitratech Syntrio, TechClass
against: 360training, BizLibrary, Cornerstone OnDemand, EasyLlama, Everfi, HR360, SAP SuccessFactors, Skillsoft
Mistral SmallAbsorb LMS, Cornerstone OnDemand
Two alternativesDocebo, Mitratech Syntrio
Emtrain, TraliantChanged
Four alternativesCoggno, EasyLlama, Ethena, Kantola
no first choiceAffinity, Empower
One alternativeCoggno
no first choiceagainst: EasyLlama
DeepSeek V4 FlashNAVEX
Three alternativesCornerstone OnDemand, Mitratech Syntrio, Skillsoft
NAVEXHeld
Two alternativesEthena, Traliant
NAVEX, SAI360
Six alternativesCornerstone OnDemand, Emtrain, LRN, Rethink Compliance, Skillsoft, Traliant
Coggno
Three alternativesCompliance Wave, EasyLlama, NAVEX
against: SAP Litmosno first choiceagainst: ADP SmartCompliance, Compliance Manager GRC, EasyLlama, KnowBe4 Compliance Plus, MetaCompliance, SAI360, Skillsoft
Llama 4 Maverickno first choiceCoggnoChanged
Five alternativesCompliQuest, MRA, NAVEX, Ryley Learning, Traliant
no first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashCornerstone OnDemand
Four alternativesAbsorb LMS, Docebo, NAVEX, Skillsoft
TraliantChanged
Three alternativesEmtrain, LRN, NAVEX
NAVEX
Five alternativesCoggno, Diligent / Compliance Wave, LRN, RegEd, Traliant
against: Cornerstone OnDemandCoggno
Two alternativeseLeaP, iSpring Learn
against: Cornerstone OnDemand, SAP Litmosno first choiceagainst: BenchPrep, Dutcho, Tyche International
Kimi K2Cornerstone OnDemand, NAVEX, SAI360
Two alternativesContinu, Skillsoft
NAVEXChanged
Two alternativesEmtrain, Traliant
NAVEX
Six alternativesCornerstone OnDemand, Emtrain, Ethena, LRN, Skillsoft, Traliant
Coggno
Three alternativesKnowBe4 Compliance Plus, NAVEX, SAI360
KnowBe4 Compliance Plus, NAVEX
Two alternativesEmtrain, Skillsoft
against: SAI360against: ComplianceOnline, NAVEX, Skillsoft, Workwise Compliance
GLM 4.7 FlashXCornerstone OnDemand
Five alternativesDocebo, SAP SuccessFactors Learning, Skillsoft, Veeva Vault Training, Workday Learning
NAVEX, TraliantChanged
Three alternativesCoggno, EasyLlama, Everfi
no first choiceLifterLMS
One alternativeCoggno
against: Cornerstone OnDemand, TalentLMS, iSpring Suiteno first choiceagainst: 360training, Compliance Solutions Occupational Trainers, Inc., ComplianceOnline, Delve, International Compliance Association
MiniMax M2.5no first choice
Eight alternatives360Learning, Cornerstone OnDemand, Moodle, OneTrust, Oracle Learning, SAP SuccessFactors Learning, Skillsoft, Workday Learning
NAVEX, TraliantChanged
Two alternativesCompliQuest, Everfi
NAVEX
Six alternativesCornerstone OnDemand, EasyLlama, SAI360, Skillcast, TalentLMS, Traliant
Coggno
Two alternativesCompanyLMS, My Compliance Training
against: Absorb LMS, Cornerstone OnDemand, Docebo, LearnUpon, SAP Litmosno first choicenothing named
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:30yes910 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:19yes25 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:51yes3226 s
Direct recommendationPerplexity Sonarsonar2026-09-17 20:56yes204 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:25yes3518 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 20:43yes98 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:02yes1718 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:57yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:39yes832 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:33yes1521 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:39yes3587 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:36no034 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:17yes1510 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:05yes36 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:53yes1537 s
ParaphrasePerplexity Sonarsonar2026-09-17 21:18yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:48yes2521 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 18:19yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:17yes1418 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:38yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:53yes1541 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:54yes917 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:57yes1241 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:54yes721 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:18yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:17yes911 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:57yes2359 s
ComparativePerplexity Sonarsonar2026-09-17 20:49yes1912 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:24yes3319 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 20:12yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:32yes2845 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:28yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:56yes522 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:55yes1840 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:37yes2290 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:11yes1017 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:16yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:54yes25 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:49yes2229 s
Budget constrainedPerplexity Sonarsonar2026-09-17 21:03yes208 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:45yes4223 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:53yes129 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 19:04yes2554 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:58yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:33yes847 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:55yes2435 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:28yes2361 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:10yes1437 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:39no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:42yes06 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:10no016 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:47yes209 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:49yes2014 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:43no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:28yes1526 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:31yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:16no028 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:27yes1538 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:20yes1085 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:01no011 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:03no04 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:35no07 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:41yes1227 s
Negative framingPerplexity Sonarsonar2026-09-17 19:25yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:28yes1512 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 21:14yes57 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:58yes2840 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:14yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:39no037 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:43yes2832 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:29yes2766 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:16yes1640 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Absorb read as Absorb LMS
Cornerstone read as Cornerstone OnDemand
EdApp read as SC Training
KnowBe4 read as KnowBe4 Compliance Plus
KnowBe4 (Compliance Plus add-on) read as KnowBe4 Compliance Plus
Litmos read as SAP Litmos
Mitratech read as Mitratech Syntrio
NAVEX One read as NAVEX
Unresolved, counted raw
Affinity
Arythmatic Cloud
BenchPrep
Big Four Consulting Firms (Deloitte, PwC, KPMG, EY)
Compliance Manager GRC
Compliance Wave
Compliance at Workplace
CompliancePrime
Corporate Compliance Insights
Dutcho
Kriya Stack
MetaCompliance
My Compliance Training
NetExemplar
Ryley Learning
SafeBreach
SafetySkills
Saiqa / Cornerstone
Tyche International
Veeva Vault Training
Discontinued, still offered
No shut-down product was recommended here.

Also in learning and development

The other categories of this function, with the leader in each.
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