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Compliance training · November 2026 Edition

Ethena vs Absorb LMS

Two of fourteen models named Ethena first on the direct prompt; five named Absorb LMS. Ethena was named by ten of the fourteen models and Absorb LMS by ten and both carry 17 labels, so the shares below are directly comparable.

Ethena

accepted challenger

Named in one category this edition.

Absorb LMS

accepted challenger

Named in five categories 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#6A position in a field of 15; printed, not drawn.
Labels1717Equal, which is what makes the shares comparable.
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.TalentLMS was named alongside these two in eight of the fourteen direct answers. TalentLMS vs Ethena · TalentLMS vs Absorb LMS · 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 modelsAbsorb LMS
Direct25
Paraphrase40
Comparative00
Budget-constrained00
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 Absorb LMS stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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 Absorb LMS first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ethena on the left and Absorb LMS on the right.

The direct prompt

The plain question, one answer per model, grouped by where Ethena and Absorb LMS stood in it.

Ethena first, Absorb LMS not the choice

2 of 14 modelsAbsorb LMS 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

Absorb LMS first, Ethena not the choice

5 of 14 modelsEthena was named in the answer but not as the choice, or not at all.
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
Kimi K2Absorb LMS, Coggno alternatives: LearnUpon, TalentLMS

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
DeepSeek V4 FlashEasyLlama, Traliant alternatives: Absorb LMS, Coggno, TalentLMS
Llama 4 MaverickBizLibrary alternatives: Absorb LMS, Coggno, Edmingle, TechClass
GLM 4.7 FlashXBizLibrary alternatives: Absorb LMS, EasyLlama, LearnUpon, ProProfs Training Maker, SAP Litmos, 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 named

2 of 14 modelsThe answer made no first choice from these two in this category.
Mistral SmallSAP Litmos, TalentLMS alternatives: Academy of Mine, Coggno, LearnUpon
Qwen 3.7 FlashCoggno alternatives: TechClass

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
Ethena leads by five points.
Ethena5%#6 of 9
Absorb LMS0%#– of 9
The full small business standing →
Mid-marketThe figures above
Ethena leads by four points.
Ethena14%#3 of 15
Absorb LMS10%#6 of 15
The full mid-market standing →
Enterprise
Ethena leads by two points.
Ethena7%#4 of 14
Absorb LMS5%#5 of 14
The full enterprise standing →

What 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 Absorb LMS

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“Absorb LMS is the strongest option for mid-market companies (roughly 200 to 2,000 employees) that need a real compliance infrastructure” Claude Haiku 4.5 · direct prompt · first choice
Also compared

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.