Two of twelve models named Docebo first on the direct prompt; zero named Litmos. Docebo was named by twelve of the twelve models and Litmos by eight and Docebo carries 37 labels and Litmos 10, so the shares are not directly comparable.
Named in eight categories this edition.
Named in two 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“usually considered more LMS-oriented, but often part of LXP evaluations depending on the use case” GPT-5.4 mini · comparative prompt · soft negative
“Frequently described as "dated and clunky" with limited customization, weak reporting/analytics” Kimi K2 · negative 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
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.