One of fourteen models named Learn Amp first on the direct prompt; zero named Degreed. Learn Amp was named by ten of the fourteen models and Degreed by fourteen and Learn Amp carries 14 labels and Degreed 29, so the shares are not directly comparable.
Named in one category this edition.
Named in four categories 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 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
“or Learn Amp if you want an all-in-one solution with robust engagement features” Claude Haiku 4.5 · paraphrase prompt · first choice
“My top recommendation would be Learn Amp for most mid-sized B2B companies” MiniMax M2.5 · paraphrase prompt · first choice
“highlighted as the best all-in-one mid-market learning platform” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Repeatedly flagged across multiple analyses and AI-model recommendations as a platform to avoid for small businesses” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid: Pure enterprise LXPs (Degreed, Cornerstone) unless you have complex multi-country requirements” Kimi K2 · scale prompt · hard negative
“multiple sources explicitly recommend avoiding, especially if you need LMS functionality” Kimi K2 · negative prompt · hard negative
“Degreed is considered the "reference implementation" of the LXP category with the strongest skills-mapping capabilities.” Kimi K2 · comparative prompt · first choice
“Degreed is the most skills-centric LXP on the market, mapping all learning content to a skills architecture.” DeepSeek V4 Flash · comparative prompt · first choice
“If your primary goal is talent mapping and tracking skills, choose Degreed.” Gemini 3.5 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.