Five of twelve models named Udemy Business first on the direct prompt; one named TalentLMS. Udemy Business was named by twelve of the twelve models and TalentLMS by nine and Udemy Business carries 47 labels and TalentLMS 17, so the shares are not directly comparable.
Named in three 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 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 online course libraries page.
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.
“Udemy Business and LinkedIn Learning are the two industry-leading recommendations for mid-market B2B organizations” Gemini 3.5 Flash · paraphrase prompt · first choice
“Udemy is particularly good if you need variety at minimal cost - you can purchase individual courses for employees” Claude Haiku 4.5 · budget prompt · first choice
“Udemy for Business is often considered one of the best online course libraries for employee training” Mistral Small · budget prompt · first choice
No label in this category carried a quote.
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.