Serving Infrastructure Trend 2026

Serving infrastructure manages, deploys, and scales machine learning models in production. It handles real-time inference requests, load balancing, and model versioning. Data scientists, ML engineers, and product teams benefit by ensuring models run reliably with low latency. This backbone supports applications like recommendation systems, fraud detection, and chatbots, enabling seamless integration of AI into user-facing services.