Four of twelve models named LinkedIn Learning first on the direct prompt; zero named Coursera for Business. Both were named by all twelve models and LinkedIn Learning carries 46 labels and Coursera for Business 39, so the shares are not directly comparable.
Named in four categories this edition.
Named in three 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.
Across every category in the September 2026 Edition, LinkedIn Learning and Coursera for Business were named in the same answer 110 times, of the 196 answers naming LinkedIn Learning and the 125 naming Coursera for Business. In those answers Coursera for Business took the first choice eight times and LinkedIn Learning twenty-five.
| 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 |
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“too pricey for limited budgets” Grok 4.1 Fast · budget prompt · hard negative
“Coursera, for example, has a strict policy of no refunds for monthly subscriptions once they have auto-renewed” Gemini 3.5 Flash · negative prompt · soft negative
“I'd suggest starting with Cornerstone Content Subscriptions or Coursera for Business as they offer the best balance” MiniMax M2.5 · paraphrase prompt · first choice
“Academic/degree‑oriented learners should lean on Coursera and edX for rigorous, university‑backed content.” MiniMax M2.5 · comparative prompt · first choice
“University degree or accredited certificate | Coursera or edX” Kimi K2 · comparative prompt · first choice
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.