Four of twelve models named LinkedIn Learning first on the direct prompt; one named TalentLMS. LinkedIn Learning was named by twelve of the twelve models and TalentLMS by nine and LinkedIn Learning carries 46 labels and TalentLMS 17, 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 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. 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
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.