Zero of twelve models named Traliant first on the direct prompt; three named Absorb LMS. Traliant was named by twelve of the twelve models and Absorb LMS by eleven and Traliant carries 29 labels and Absorb LMS 17, so the shares are not directly comparable.
Named in one category this edition.
Named in six categories 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Choose Traliant if you want: better learner engagement, workplace conduct/harassment-focused content, a training-first solution.” GPT-5.4 mini · comparative prompt · first choice
“I'd most often recommend Traliant ... Traliant is the safest default for a mid-sized B2B company” Perplexity Sonar · paraphrase prompt · first choice
“Start with a demo request for Traliant (for engagement) and NetExpedition (for legal rigor)” Qwen 3.7 Flash · paraphrase prompt · first choice
No label in this category carried a quote.
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.