Two of twelve models named LearnUpon first on the direct prompt; zero named Moodle. LearnUpon was named by eleven of the twelve models and Moodle by ten and LearnUpon carries 27 labels and Moodle 26, so the shares are not directly comparable.
Named in five categories this edition.
Named in eight 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 learning management systems 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“If you need a flexible, multi-audience LMS with strong integrations and a focus on B2B training, LearnUpon is a top choice.” Mistral Small · direct prompt · first choice
“the best learning management system for a mid-sized B2B company would be LearnUpon, Bridge, or 360Learning” Llama 4 Maverick · paraphrase prompt · first choice
“The best LMS for employee training for a mid-market B2B company is LearnUpon, TalentLMS, or Absorb LMS.” Llama 4 Maverick · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Moodle versions before 3.11 ... No more security patches or bug fixes. ... Avoid using these platforms for production environments” GLM 4.7 FlashX · negative prompt · hard negative
“older versions of Moodle or Sakai... Hidden Maintenance Costs: You must host, secure, and update the platform yourself.” Gemini 3.5 Flash · negative prompt · soft negative
“"Free" open-source platforms like Moodle often cost $1,000–$6,000/year in hosting + maintenance, plus technical time.” GLM 4.7 FlashX · budget prompt · soft negative
“If you have technical staff: Go with Moodle (free, unlimited users, highly customizable)” Kimi K2 · budget 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.