Nine of fourteen models named Udemy Business first on the direct prompt; six named LinkedIn Learning. Both were named by all fourteen models and Udemy Business carries 68 labels and LinkedIn Learning 62, so the shares are not directly comparable.
Named in five categories this edition.
Named in five 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 LinkedIn Learning were named in the same answer 217 times, of the 271 answers naming Udemy Business and the 267 naming LinkedIn Learning. In those answers LinkedIn Learning took the first choice thirty-two times and Udemy Business forty-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 4.20 | ||||||
| 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“Be cautious with outdated or deprecated libraries commonly featured in older online courses (especially pre-2020 Python, data science, ML, or finance tutorials on platforms like Udemy,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. Six of seven in this category shown.
“LinkedIn Learning is also flagged in the same analysis for "high cost and opaque enterprise pricing, so it may be a poor fit if you need predictable budgeting."” Muse Glimmer 30B · negative prompt · soft negative
“often criticized for being "shallow"... users frequently report difficulties canceling free trials immediately, resulting in auto-renewal charges” Qwen 3.7 Flash · negative prompt · soft negative
“massive (but expensive) libraries like LinkedIn Learning (~$20–40/user/month, better for larger enterprises)” Grok 4.20 · budget prompt · soft negative
“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
“For most mid-market B2B companies, LinkedIn Learning offers the best balance of quality, price, and business-relevant content” MiniMax M2.5 · direct prompt · first choice
“Start with Udemy Business or LinkedIn Learning if you want a plug-and-play content library with low friction.” Kimi K2 · direct 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.