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Define Acceptance Criteria Before an AI Automation Pilot
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Define Acceptance Criteria Before an AI Automation Pilot

DEV Community: productivity·Kriyvo AI·2 days ago
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#devtoproductivity#devto#dev#pilot#process
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Introduction

A pilot is easier to evaluate when everyone agrees in advance on what it must do. Without acceptance criteria, a demo can look successful while skipping exceptions, depending on unrealistic sample data, or producing an output the team cannot use.

Test one bounded process. Measures depend on the work: a feedback-routing pilot may evaluate appropriate assignment and review volume, while a deployment tool may verify service readiness. One metric does not fit every project.

Define scope and ownership

Write down the trigger, inputs, systems, expected output, and actions that remain manual. Name a process owner who can resolve category, policy, or approval questions. State which environments and data are permitted during the pilot.

Choose representative tests and measures

Include ordinary examples as well as missing fields, duplicates, unusual inputs, service outages, and ambiguous cases. Use sanitized data and documented expected outcomes.…

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