Six of fourteen models named LinkedIn Learning first on the direct prompt; one named TalentLMS. LinkedIn Learning was named by fourteen of the fourteen models and TalentLMS by six and LinkedIn Learning carries 59 labels and TalentLMS 11, so the shares are not directly comparable.
Named in four categories this edition.
Named in seven 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 4.1 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. Five of six in this category shown.
“The results flag it for high cost and opaque enterprise pricing, so it may be a poor fit if you need predictable budgeting.” Perplexity Sonar · negative prompt · soft negative
“Some of the libraries mentioned as being potentially problematic include Udemy, Skillshare, and LinkedIn Learning.” Llama 4 Maverick · negative prompt · soft negative
“For most mid-sized B2B companies starting out, LinkedIn Learning gives the best balance of quality, adoption and ease of implementation” Muse Glimmer 30B · paraphrase prompt · first choice
“For the best value, LinkedIn Learning for Business is often recommended due to its extensive course library and reasonable pricing” Mistral Small · budget prompt · first choice
“The two undisputed leaders for mid-market corporate learning are LinkedIn Learning and Udemy Business.” Gemini 3.5 Flash · direct prompt · first choice
No label in this category carried a quote.
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.