One of twelve models named TalentLMS first on the direct prompt; zero named Coursera for Business. TalentLMS was named by nine of the twelve models and Coursera for Business by twelve and TalentLMS carries 17 labels and Coursera for Business 39, so the shares are not directly comparable.
Named in seven categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“too pricey for limited budgets” Grok 4.1 Fast · budget prompt · hard negative
“Coursera, for example, has a strict policy of no refunds for monthly subscriptions once they have auto-renewed” Gemini 3.5 Flash · negative prompt · soft negative
“I'd suggest starting with Cornerstone Content Subscriptions or Coursera for Business as they offer the best balance” MiniMax M2.5 · paraphrase prompt · first choice
“Academic/degree‑oriented learners should lean on Coursera and edX for rigorous, university‑backed content.” MiniMax M2.5 · comparative prompt · first choice
“University degree or accredited certificate | Coursera or edX” Kimi K2 · comparative 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.