Nine of fourteen models named Udemy Business first on the direct prompt; zero named Coursera for Business. Both were named by all fourteen models and Udemy Business carries 68 labels and Coursera for Business 52, so the shares are not directly comparable.
Named in five categories this edition.
Named in two 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.
Across every category in the November 2026 Edition, Udemy Business and Coursera for Business were named in the same answer 161 times, of the 271 answers naming Udemy Business and the 177 naming Coursera for Business. In those answers Coursera for Business took the first choice fourteen times and Udemy Business forty.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of seven in this category shown.
“recommended to be approached with caution or avoided entirely due to its inconsistent content quality and cost” Llama 4 Maverick · negative prompt · hard negative
“Be cautious with outdated or deprecated libraries commonly featured in older online courses (especially pre-2020 Python, data science, ML, or finance tutorials on platforms like Udemy, Coursera, or edX).” Grok 4.20 · negative prompt · soft negative
“Udemy Business is repeatedly labeled "Open Marketplaces (High Caution Required) ... Examples: Udemy, Skillshare... there is no filter between experts and novices"” Muse Glimmer 30B · negative prompt · soft negative
“For most mid-sized B2B firms starting out with a content subscription, Udemy Business gives the best mix of catalog breadth, hands-on technical projects, cohort/leadership options and scalable pricing.” Muse Glimmer 30B · paraphrase prompt · first choice
“If you want a single budget-friendly "safe bet": Udemy Business offers the best balance of tech, data, business, and certification content” Gemini 3.5 Flash · paraphrase prompt · first choice
“the most common mid-market B2B default is Udemy Business for breadth/price or LinkedIn Learning for brand-recognized professional skills” Muse Glimmer 30B · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“these popular platforms have "experienced a decline in the quality of course offerings, customer service, and user experience."” DeepSeek V4 Flash · negative prompt · soft negative
“I'd recommend starting with Udemy Business or Coursera for Teams if you need extensive content libraries” MiniMax M2.5 · budget prompt · first choice
“Coursera — Best for Accredited Credentials ... Want an employer-recognized certificate? → Coursera or edX” DeepSeek V4 Flash · comparative prompt · first choice
“academic institutions (via Coursera or edX) ... are generally safer bets” Qwen 3.7 Flash · negative 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.