Zero of fourteen models named Coursera for Business first on the direct prompt; zero named Go1. Coursera for Business was named by fourteen of the fourteen models and Go1 by nine and Coursera for Business carries 52 labels and Go1 13, so the shares are not directly comparable.
Named in two 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. Four of five in this category shown.
“these popular platforms have "experienced a decline in the quality of course offerings, customer service, and user experience."” DeepSeek V4 Flash · negative prompt · soft negative
“I'd recommend starting with Udemy Business or Coursera for Teams if you need extensive content libraries” MiniMax M2.5 · budget prompt · first choice
“Coursera — Best for Accredited Credentials ... Want an employer-recognized certificate? → Coursera or edX” DeepSeek V4 Flash · comparative prompt · first choice
“academic institutions (via Coursera or edX) ... are generally safer bets” Qwen 3.7 Flash · negative 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.