Three of twelve models named Absorb LMS first on the direct prompt; one named Ethena. Absorb LMS was named by eleven of the twelve models and Ethena by eleven and both carry 17 labels, so the shares below are directly comparable.
Named in six categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Emerging, less proven at scale” Grok 4.1 Fast · comparative prompt · soft negative
“Ethena – Best Overall for Modern B2B & Tech Companies” Gemini 3.5 Flash · direct prompt · first choice
“Reputable alternatives (high-rated in comparisons): Traliant, Emtrain, Ethena, BizLibrary, Vector Solutions” Grok 4.1 Fast · negative prompt · alternative
“AI-powered platform with engaging content, phishing simulations, and anonymous reporting.” DeepSeek V4 Flash · comparative prompt · alternative
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.