Every category where a model named Emtrain for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Compliance training	Learning and development	2%	9 of 80	6%	16	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Emtrain yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Emtrain across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	1	0	1
GPT-5.4 mini	0	1	0	0	1
Gemini 3.5 Flash	0	1	1	0	2
Perplexity Sonar	0	1	1	0	2
Grok 4.1 Fast	0	1	1	0	2
Mistral Small	0	0	0	0	0
DeepSeek V4 Flash	0	1	0	0	1
Llama 4 Maverick	0	0	0	0	0
Qwen 3.7 Flash	0	0	1	0	1
Kimi K2	0	0	1	0	1
GLM 4.7 FlashX	1	0	1	1	3
MiniMax M2.5	0	1	1	0	2

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct0 labelsNone

Paraphrase12 labels2

Comparative18 labelsNone

Budget-constrained0 labelsNone

Scale-constrained2 labelsNone

Negative4 labels1not counted in share

First choiceAlternativeMentionNegative36 labels in all, every segment counted; 2 of the 3 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Emtrain (Best Overall for Culture & Analytics)” GLM 4.7 FlashX · Compliance training · paraphrase prompt · first choice

“Reputable alternatives (high-rated in comparisons): Traliant, Emtrain, Ethena, BizLibrary, Vector Solutions” Grok 4.1 Fast · Compliance training · negative prompt · alternative

“Highly interactive, scenario-based training: SHRM or a provider like Emtrain may be better suited.” GPT-5.4 mini · Compliance training · paraphrase prompt · alternative

“Combines compliance training with workplace culture analytics and risk visibility” DeepSeek V4 Flash · Compliance training · comparative prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Rated 2.3/5 stars on Trustpilot, with complaints about deteriorating customer service and cumbersome user interface” GLM 4.7 FlashX · Compliance training · negative prompt · hard negative

Named alongside

The products named in the same answers as Emtrain, over the 36 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Emtrain was named but was not.

ProductSame answerTook the first choice insteadHead to head

Traliant30 of 367Not in the top three

NAVEX25 of 366Not in the top three

EasyLlama20 of 363Not in the top three

Ethena20 of 361Not in the top three

Skillsoft17 of 360Not in the top three

LRN16 of 360Not in the top three

Cornerstone OnDemand14 of 361Not in the top three

Absorb LMS11 of 360Not in the top three

SAI36010 of 361Not in the top three

Coggno10 of 360Not in the top three

A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Emtrain. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 32 of the 36 answers that named Emtrain and are not a share of its labels.

Domains cited

coggno.com24

emtrain.comYour site24

compliquest.com21

bizlibrary.com18

traliant.com17

expertinsights.com10

navex.com10

hrtechsaas.com9

easyllama.com8

g2.com8

125 of the 149 domain citations in answers naming Emtrain came from somebody else's page.

Pages cited

emtrain.com/blog/ethics-and-compliance/the-best-compliance-training-vendors-in-2026-compar20

bizlibrary.com/blog/training-programs/top-10-compliance-training-content-providers18

compliquest.com/en/blog/best-compliance-training-platforms-compared-202611

expertinsights.com/compliance/top-compliance-training-solutions10

traliant.com/blog/top-10-compliance-training-providers10

compliquest.com/en/blog/best-harassment-prevention-training-platforms-20269

hrtechsaas.com/blog/best-compliance-training-platforms9

coggno.com/blog/best-workplace-harassment-prevention-training-20268

Pages are listed as the models cited them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Emtrain's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Emtrain, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at emtrain.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.