One of twelve models named GoSkills first on the direct prompt; two named Docebo. GoSkills was named by ten of the twelve models and Docebo by twelve and GoSkills carries 24 labels and Docebo 37, so the shares are not directly comparable.
Named in six 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. Three of four in this category shown.
“360Learning and GoSkills are often highlighted as the best affordable learning experience platforms” Mistral Small · budget prompt · first choice
“Recommendation: Start with GoSkills if you need a bit of both worlds without the high price tag.” Qwen 3.7 Flash · budget prompt · first choice
“Start with GoSkills if you want speed, affordability, and minimal setup friction” Kimi K2 · paraphrase 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.