ML Inference with BentoML

September 29, 2025 | Reading Time: 4 min

When it comes to deploying machine learning models into production, there’s no shortage of tools available. I’ve been exploring the landscape of ML inference frameworks, trying to understand the trade-offs and strengths of different options. I spent a bit of time investigating BentoML a while back, and really liked user-friendly design and focus on model serving. How Widely used is BentoML? For fun—and a bit of insight—I compared three well-known ML serving tools using Google Trends: BentoML, NVIDIA’s Triton Inference Server, and KServe.