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[0.3] Production deployment

Deploy

Put AI systems to work.

Integrate proven AI systems into real-world products and operations.

Explore Deploy

01 Overview

Bring a tested workflow into real operations.

Connect the system to the software and data it will use in production. Plan how to introduce it, what to watch after release, and how to respond if behavior changes.

A tested release and existing data are integrated into a live application. Its behavior is monitored in production.
Fig. [0.3]Release, integration, and monitoring

02 Capabilities

Prepare for day-to-day use.

  • Integrate with existing software

    Define the interface, data flow, and ownership for the systems you are connecting.

  • Plan the rollout

    Choose where to start, which checks a release must pass, and when to expand access.

  • Review production behavior

    Track the signals that matter to operators and agree on how to handle unexpected results.

03 Workflow

From a tested system to a live operation.

  1. Choose the target environment

    Map the application, integrations, and operational constraints.

  2. Validate the release

    Check the full integration with realistic inputs before widening the rollout.

  3. Observe and improve

    Use production feedback to prioritize changes to the workflow or its models.