Nine of fourteen models named Udemy Business first on the direct prompt; zero named Go1. Udemy Business was named by fourteen of the fourteen models and Go1 by nine and Udemy Business carries 68 labels and Go1 13, so the shares are not directly comparable.
Named in five 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.
| 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“Be cautious with outdated or deprecated libraries commonly featured in older online courses (especially pre-2020 Python, data science, ML, or finance tutorials on platforms like Udemy,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. Three of four in this category shown.
“Top Recommendation: Go1 (Premium Essentials Plan)” Kimi K2 · paraphrase prompt · first choice
“If curation and compliance reporting matter more, an aggregator like Go1 or a publisher library like Skillsoft / BizLibrary is typically preferred.” Muse Glimmer 30B · direct prompt · alternative
“If you already have an LMS (e.g., BambooHR, Absorb, Docebo): Choose Go1” Gemini 3.5 Flash · paraphrase prompt · alternative
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.