Seven of fourteen models named Udemy Business first on the direct prompt; one named TalentLMS. Udemy Business was named by fourteen of the fourteen models and TalentLMS by six and Udemy Business carries 66 labels and TalentLMS 11, so the shares are not directly comparable.
Named in four categories this edition.
Named in seven 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 online course libraries 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. Four of five in this category shown.
“"Open Marketplaces (High Caution Required) ... Examples: Udemy, Skillshare. ... there is no filter between experts and novices"” Muse Glimmer 30B · negative prompt · hard negative
“For most mid-market B2B companies, Udemy Business is the top choice due to its flexibility, extensive content library, and ease of use.” Mistral Small · direct prompt · first choice
“Recommendation: Start with Udemy Business for most mid-market B2B companies—its huge, affordable library drives high engagement/ROI” Grok 4.1 Fast · direct prompt · first choice
“The Safe Default: Udemy Business ... If you forced me to pick one ... Udemy Business for the all-company base layer” Kimi K2 · 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.