Five of twelve models named Udemy Business first on the direct prompt; four named LinkedIn Learning. Both were named by all twelve models and Udemy Business carries 47 labels and LinkedIn Learning 46, so the shares are not directly comparable.
Named in three 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Avoid higher-end like LinkedIn Learning (~$380/user/year)” Grok 4.1 Fast · budget prompt · hard negative
“These libraries are excellent, but very expensive for individuals (often $30/month)” Qwen 3.7 Flash · negative prompt · soft negative
“Udemy Business and LinkedIn Learning are the two industry-leading recommendations for mid-market B2B organizations” Gemini 3.5 Flash · paraphrase prompt · first choice
“LinkedIn Learning is the best overall online course library for employees in a mid-market B2B company” Perplexity Sonar · direct prompt · first choice
“I'd recommend LinkedIn Learning if your goal is broad, ready-to-use corporate training content” Perplexity Sonar · paraphrase prompt · first choice
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.