One of fourteen models named LearnUpon first on the direct prompt; zero named Moodle LMS. LearnUpon was named by thirteen of the fourteen models and Moodle LMS by fourteen and LearnUpon carries 27 labels and Moodle LMS 42, so the shares are not directly comparable.
Named in seven categories this edition.
Named in one category 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 management systems page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ML | ML | ||||
| GPT-5.4 mini | ML | ML | ||||
| Gemini 3.5 Flash | ML | ML | ML | |||
| Perplexity Sonar | ML | ML | ||||
| Grok 4.20 | ML | ML | ||||
| Mistral Small | ML | |||||
| DeepSeek V4 Flash | ML | ML | ||||
| Llama 4 Maverick | ML | |||||
| Qwen 3.7 Flash | ML | ML | ML | |||
| Kimi K2 | ML | ML | ||||
| GLM 4.7 FlashX | ML | |||||
| MiniMax M2.5 | ML | ML | ||||
| GPT-6 Luna | ML | ML | ||||
| Muse Glimmer 30B | ML | ML | ML |
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. Two of two in this category shown.
“Best Overall for External & Partner Training (Extended Enterprise): LearnUpon” Gemini 3.5 Flash · paraphrase prompt · first choice
“For most mid-market B2B companies, LearnUpon is the best overall choice” Perplexity Sonar · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Blackboard and Moodle (for corporate use) are the most frequently cited platforms for dissatisfaction in user reviews.” DeepSeek V4 Flash · negative prompt · hard negative
“This semester, I've been working with Moodle, and I must say, it's been a frustrating experience. The platform is incredibly sluggish, excessively complex, and feels quite disorganized.” Muse Glimmer 30B · negative prompt · soft negative
“repeatedly called out for its complex setup, outdated default UI (cluttered and unappealing), sluggish performance on mobile, and steep learning curve” Grok 4.20 · negative prompt · soft negative
“Best low-cost starting point: MoodleCloud Starter—if you have 50 or fewer employees” GPT-6 Luna · budget prompt · first choice
“For maximum flexibility and budget constraints, Moodle is excellent.” MiniMax M2.5 · comparative prompt · first choice
“If you need total control and have an IT team, choose Moodle.” Qwen 3.7 Flash · 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.