Two of fourteen models named Learn Amp first on the direct prompt; zero named Degreed. Learn Amp was named by eight of the fourteen models and Degreed by fourteen and Learn Amp carries 10 labels and Degreed 37, so the shares are not directly comparable.
Named in two categories this edition.
Named in five 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 4.20 | ||||||
| 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 three in this category shown.
“The best learning experience platform for a mid-market B2B company is Learn Amp, as it is considered the best all-in-one mid-market learning platform.” Llama 4 Maverick · direct prompt · first choice
“Learn Amp - Best all-in-one mid-market learning platform” Claude Haiku 4.5 · direct prompt · first choice
“Choose Learn Amp if coaching, engagement, and performance development matter as much as course delivery.” Perplexity Sonar · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What I'd avoid: Cornerstone and Degreed unless you're a large enterprise” Kimi K2 · paraphrase prompt · hard negative
“Some enterprise-focused LXPs (like Degreed, Docebo, and Learnerbly) are only practical for very large organizations (250+ learners) and are not cost-effective for smaller teams.” Mistral Small · negative prompt · soft negative
“Traditional enterprise LXPs (like Degreed or Cornerstone/EdCast) are built for large corporations and often come with five-figure implementation fees and heavy sales contracts.” Gemini 3.5 Flash · budget prompt · soft negative
“Considered the category-defining "skills-first" LXP... If you want a skills-first approach with massive content aggregation → Degreed” DeepSeek V4 Flash · comparative prompt · first choice
“Degreed is repeatedly positioned as the gold standard for skills-first learning and capability development.” Muse Glimmer 30B · comparative prompt · first choice
“Degreed essentially *defined* the LXP category and focuses on building a comprehensive skills architecture” Kimi K2 · 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.