Five of fourteen models named Absorb LMS first on the direct prompt; zero named Udemy Business. Absorb LMS was named by twelve of the fourteen models and Udemy Business by nine and Absorb LMS carries 25 labels and Udemy Business 13, so the shares are not directly comparable.
Named in six categories this edition.
Named in four categories this edition.
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 learning experience platforms 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Two of two in this category shown.
“Specifically designed for mid-market to enterprise teams needing scalable learning across employees, partners, and customers.” MiniMax M2.5 · direct prompt · first choice
“Absorb LMS is the most cited mid-market to enterprise choice for training employees + partners + customers” Muse Glimmer 30B · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Udemy often criticized for uneven course vetting and frequent deep discounts that devalue content.” Grok 4.1 Fast · negative prompt · hard negative
“Udemy is flagged as less ideal because you do not control the experience” Perplexity Sonar · negative prompt · hard negative
“1.6 stars on Trustpilot - Technical glitches and freezing” GLM 4.7 FlashX · negative prompt · hard negative
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.