Zero of fourteen models named Degreed first on the direct prompt; zero named Udemy Business. Degreed was named by fourteen of the fourteen models and Udemy Business by nine and Degreed carries 29 labels and Udemy Business 13, 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 learning experience platforms page.
Across every category in the October 2026 Edition, Degreed and Udemy Business were named in the same answer thirty-five times, of the 156 answers naming Degreed and the 242 naming Udemy Business. In those answers Udemy Business took the first choice one time and Degreed six.
| 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. Six of seven in this category shown.
“Repeatedly flagged across multiple analyses and AI-model recommendations as a platform to avoid for small businesses” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid: Pure enterprise LXPs (Degreed, Cornerstone) unless you have complex multi-country requirements” Kimi K2 · scale prompt · hard negative
“multiple sources explicitly recommend avoiding, especially if you need LMS functionality” Kimi K2 · negative prompt · hard negative
“Degreed is considered the "reference implementation" of the LXP category with the strongest skills-mapping capabilities.” Kimi K2 · comparative prompt · first choice
“Degreed is the most skills-centric LXP on the market, mapping all learning content to a skills architecture.” DeepSeek V4 Flash · comparative prompt · first choice
“If your primary goal is talent mapping and tracking skills, choose Degreed.” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Udemy often criticized for uneven course vetting and frequent deep discounts that devalue content.” Grok 4.1 Fast · negative prompt · hard negative
“Udemy is flagged as less ideal because you do not control the experience” Perplexity Sonar · negative prompt · hard negative
“1.6 stars on Trustpilot - Technical glitches and freezing” GLM 4.7 FlashX · negative prompt · hard negative
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.