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Model Serving & APIs

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About Modal

A cloud platform for running ML workloads (inference, training, batch jobs) with fast cold-starts, autoscaling, and a developer-oriented programmable infrastructure.

Key Features

  • Container-based programmable infra — define environments and hardware in code.
  • Sub-second cold starts and instant autoscaling for containers and functions.
  • Support for inference, training, and batch processing on GPU/CPU.
  • Unified observability (logging, metrics) and security/governance features.

Use Cases & Best For

AI engineers who need low-latency, scalable infrastructure for inference and training
Teams that want to define runtime and hardware in code and ship containers quickly

About Model Serving & APIs

Deploy and serve ML models