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The Business AI Playbook: From First Experiment to Production

A step-by-step framework for taking an AI experiment from idea to a reliable production workflow.

Elena ChoPublished August 14, 2026Updated August 14, 202610 min read
The Business AI Playbook: From First Experiment to Production

Moving AI from experimentation to production requires process design, evaluation and governance.

Find the Opportunity

Select a problem where AI can create measurable value.

Build a Pilot

Keep the first implementation small enough to test quickly.

Evaluate Results

Test accuracy, speed, cost and user satisfaction.

Secure the Workflow

Add permissions, monitoring and data controls.

Deploy and Improve

Monitor production performance and continuously improve the system.

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