Compliance training · November 2026 Edition
Ethena vs Coggno
Two of fourteen models named Ethena first on the direct prompt; four named Coggno. Ethena was named by ten of the fourteen models and Coggno by nine and Ethena carries 17 labels and Coggno 18, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share14%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 15; printed, not drawn.
Labels1718A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Ethena reading right to left. Rank and label count are printed, not drawn.Absorb LMS was named alongside these two in ten of the fourteen direct answers. TalentLMS vs Ethena · TalentLMS vs Coggno · Traliant vs Ethena
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the compliance training page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
EthenaFirst choices, of fourteen modelsCoggno
Direct24
Paraphrase40
Comparative00
Budget-constrained01
Scale-constrained10
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Ethena and Coggno stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | |||||
| Muse Glimmer 30B | |
Ethena Coggno first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ethena on the left and Coggno on the right.The direct prompt
The plain question, one answer per model, grouped by where Ethena and Coggno stood in it.
Ethena first, Coggno not the choice
2 of 14 modelsCoggno was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashEthena alternatives: Drata, EasyLlama, KnowBe4 Compliance Plus, Traliant, Vanta
GPT-6 LunaEthena alternatives: NAVEX, Traliant
Coggno first, Ethena not the choice
4 of 14 modelsEthena was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashCoggno alternatives: TechClass
Kimi K2Absorb LMS, Coggno alternatives: LearnUpon, TalentLMS
MiniMax M2.5Coggno alternatives: Absorb LMS, LearnUpon, ProProfs Training Maker, TalentLMS
Muse Glimmer 30BCoggno alternatives: Absorb LMS, Docebo, NAVEX, SAP Litmos, TalentLMS, Traliant
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Mistral SmallSAP Litmos, TalentLMS alternatives: Academy of Mine, Coggno, LearnUpon
DeepSeek V4 FlashEasyLlama, Traliant alternatives: Absorb LMS, Coggno, TalentLMS
Llama 4 MaverickBizLibrary alternatives: Absorb LMS, Coggno, Edmingle, TechClass
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Absorb LMS, BizLibrary alternatives: EasyLlama, SAP Litmos, Skillsoft Percipio
GPT-5.4 miniAbsorb LMS alternatives: Continu, Docebo, iSpring Learn
Perplexity SonarAbsorb LMS alternatives: BizLibrary, Continu, LearnUpon, TalentLMS, Thinkific, Trainual
Grok 4.20Absorb LMS alternatives: Academy of Mine, EasyLlama, TalentLMS, iSpring Learn
GLM 4.7 FlashXBizLibrary alternatives: Absorb LMS, EasyLlama, LearnUpon, ProProfs Training Maker, SAP Litmos, TalentLMS
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Ethena5%#6 of 9Coggno5%#7 of 9Mid-marketThe figures above
Enterprise
The order flips: Coggno leads at enterprise.
Coggno11%#3 of 14Ethena7%#4 of 14What the models said about Ethena
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Popular for modern, high-engagement compliance training (harassment, DE&I, cybersecurity) with deep HRIS integrations and automated state-by-state compliance logic.” Gemini 3.5 Flash · scale prompt · first choice
“Best Overall for Modern HR, Ethics & Mandatory Compliance: Ethena” Gemini 3.5 Flash · direct prompt · first choice
“Ethena — *Best Overall for Modern B2B & Tech Companies*” Gemini 3.5 Flash · paraphrase prompt · first choice
What the models said about Coggno
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Coggno fits this profile out of the box, with 10,000+ compliance courses across 25+ categories” Muse Glimmer 30B · direct prompt · first choice
“The Top All-in-One Choice: Coggno ... is currently rated as the highest value solution” Qwen 3.7 Flash · direct prompt · first choice
“EasyLlama and Coggno are particularly strong contenders” Mistral Small · budget prompt · first choice
Also compared
TalentLMS vs EthenaTalentLMS vs CoggnoTraliant vs EthenaTraliant vs CoggnoEthena vs EasyLlamaEthena vs Absorb LMSEthena vs SC TrainingEthena vs SAP LitmosEasyLlama vs CoggnoCoggno vs Absorb LMSCoggno vs SC TrainingCoggno vs SAP LitmosAll twenty-eight head-to-head pages and the full compliance training standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.