Dense vs. MoE: How to Choose the Right AI Architecture

How do Dense vs. MoE models use parameters differently, and why does it matter for deployment? Dense models activate every parameter for every token, maximizing intelligence per GPU. Mixture-of-Experts (MoE) models route tokens to selected experts, trading added memory and serving complexity for faster execution on high-volume tasks.

Watch to see which architecture fits your trade-offs for speed, quality, and memory.