Eight of twelve models named Learn Amp first on the direct prompt; two named Docebo. Learn Amp was named by ten of the twelve models and Docebo by twelve and Learn Amp carries 24 labels and Docebo 37, so the shares are not directly comparable.
Named in two 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 experience platforms 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. Four of five in this category shown.
“Juno LXP / Learn Amp (verify scalability)” Kimi K2 · negative prompt · soft negative
“Best all-in-one mid-market learning platform. This is frequently recommended as the most balanced option for mid-market organizations.” Claude Haiku 4.5 · direct prompt · first choice
“1 | Learn Amp | Built specifically as an all‑in‑one mid‑market platform; strong on engagement, social learning, and analytics.” GLM 4.7 FlashX · direct prompt · first choice
“1. Learn Amp — *Best all-in-one for mid-market* ... Frequently ranked the top mid-market-specific platform” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Avoid enterprise LXPs (Degreed, Docebo, Cornerstone, Learnerbly, Skillsoft)” DeepSeek V4 Flash · budget prompt · hard negative
“Docebo can be incredibly expensive... admins frequently complain about system bugs following platform updates” Gemini 3.5 Flash · negative prompt · soft negative
“heavily enterprise-focused. They typically operate on quote-only pricing with minimum license requirements” Gemini 3.5 Flash · budget prompt · soft negative
“Litmos and Docebo are often highlighted for their scalability, ease of integration, and comprehensive feature sets” Mistral Small · paraphrase prompt · first choice
“Docebo is the industry leader.... Best for External Customer & Partner Training (Extended Enterprise)” Gemini 3.5 Flash · direct 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.