A candid look at why “we’re at capacity” is often a vibes claim, not a data point — and a framework for spotting the hidden ongoing cost of managing AI so it reduces work instead of quietly creating a second job for your team.

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What this helps your team answer

• Why new work from AI doesn't have to mean extra work — and the three buckets to sort your workflows into: what AI can take on, what it takes to manage that ongoing, and what should stay entirely human (relationship-building, judgment, interpretation).
• The hidden cost most teams miss: the ongoing work of mana ...