Seven 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 66 labels and LinkedIn Learning 59, so the shares are not directly comparable.
Named in four 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 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 October 2026 Edition, Udemy Business and LinkedIn Learning were named in the same answer 196 times, of the 242 answers naming Udemy Business and the 233 naming LinkedIn Learning. In those answers LinkedIn Learning took the first choice twenty-four times and Udemy Business forty-three.
| 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 | ||||||
| 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. Four of five in this category shown.
“"Open Marketplaces (High Caution Required) ... Examples: Udemy, Skillshare. ... there is no filter between experts and novices"” Muse Glimmer 30B · negative prompt · hard negative
“For most mid-market B2B companies, Udemy Business is the top choice due to its flexibility, extensive content library, and ease of use.” Mistral Small · direct prompt · first choice
“Recommendation: Start with Udemy Business for most mid-market B2B companies—its huge, affordable library drives high engagement/ROI” Grok 4.1 Fast · direct prompt · first choice
“The Safe Default: Udemy Business ... If you forced me to pick one ... Udemy Business for the all-company base layer” Kimi K2 · 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.
“The results flag it for high cost and opaque enterprise pricing, so it may be a poor fit if you need predictable budgeting.” Perplexity Sonar · negative prompt · soft negative
“Some of the libraries mentioned as being potentially problematic include Udemy, Skillshare, and LinkedIn Learning.” Llama 4 Maverick · negative prompt · soft negative
“For most mid-sized B2B companies starting out, LinkedIn Learning gives the best balance of quality, adoption and ease of implementation” Muse Glimmer 30B · paraphrase prompt · first choice
“For the best value, LinkedIn Learning for Business is often recommended due to its extensive course library and reasonable pricing” Mistral Small · budget prompt · first choice
“The two undisputed leaders for mid-market corporate learning are LinkedIn Learning and Udemy Business.” Gemini 3.5 Flash · 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.