AI ROI and Governance for Small Teams: Metrics, governance-lite, tool selection, scaling, and continuous improvement cadence.

Small teams can't afford AI experiments that drift on forever without a verdict. This guide pairs simple ROI metrics with governance-lite practices, including tool selection criteria, review cadences, and scaling rules, so your AI usage improves on a schedule instead of by accident. For team leads and operators who want discipline without bureaucracy.

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