| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Online course libraries | Learning and development | 32% | 1 of 73 | 11% | 47 | endorsed leader |
| Learning experience platforms | Learning and development | 2% | 12 of 80 | 40% | 15 | criticized challenger |
| Skills intelligence | Performance and talent management | 0% | 119 of 162 | 35% | 17 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 3 | 0 | 4 |
| GPT-5.4 mini | 2 | 1 | 2 | 0 | 5 |
| Gemini 3.5 Flash | 2 | 1 | 3 | 2 | 8 |
| Perplexity Sonar | 0 | 2 | 2 | 1 | 5 |
| Grok 4.1 Fast | 2 | 1 | 4 | 3 | 10 |
| Mistral Small | 2 | 0 | 3 | 2 | 7 |
| DeepSeek V4 Flash | 1 | 3 | 3 | 1 | 8 |
| Llama 4 Maverick | 1 | 0 | 3 | 2 | 6 |
| Qwen 3.7 Flash | 0 | 3 | 3 | 3 | 9 |
| Kimi K2 | 2 | 3 | 0 | 0 | 5 |
| GLM 4.7 FlashX | 0 | 0 | 4 | 1 | 5 |
| MiniMax M2.5 | 1 | 2 | 2 | 2 | 7 |
Verbatim evidence the judge attached to positive labels.
“Udemy Business and LinkedIn Learning are the two industry-leading recommendations for mid-market B2B organizations” Gemini 3.5 Flash · Online course libraries · paraphrase prompt · first choice
“Udemy is particularly good if you need variety at minimal cost - you can purchase individual courses for employees” Claude Haiku 4.5 · Online course libraries · budget prompt · first choice
“Udemy for Business is often considered one of the best online course libraries for employee training” Mistral Small · Online course libraries · budget prompt · first choice
“Udemy Business is likely your best choice because: Designed for mid-market scale and budget” Kimi K2 · Online course libraries · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Platforms with Notable Issues ... Udemy - Problems reported: Frequent website crashes, slow loading times, videos failing to play during lessons” MiniMax M2.5 · Learning experience plat · negative prompt · hard negative
“Some reviewers suggest that Udemy is not worth paying for unless you carefully vet each course yourself.” Mistral Small · Skills intelligence · negative prompt · hard negative
“the reviewer warns that it does no vetting of instructors, so course quality can vary widely” Perplexity Sonar · Learning experience plat · negative prompt · hard negative
“Platforms like Udemy or Alison are huge marketplaces. While they contain gems, they also host thousands of abandoned, outdated courses.” Qwen 3.7 Flash · Skills intelligence · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 154 of the 195 answers that named Udemy Business and are not a share of its labels.
434 of the 434 domain citations in answers naming Udemy Business came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Udemy Business's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Udemy Business, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at udemy.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.