Software SystemsIntelligence Snack

Faster Work Isn’t System Change

AI can accelerate each employee’s workload while leaving the business’s repeated processes and handoffs untouched.

Developed from a conversation between Pete Winn, Andy David and Jarrad Grigg

From Episode 53: Own Your AI Stack

When employees adopt Claude Cowork one by one, they tend to apply it to the work already sitting in front of them. Each person can draft, research or process information faster, but the job itself remains recognisable. The same bundle of tasks still arrives, and the employee still carries it through the same role with a more capable tool.

Andy argued that this is what happens when a business owner delegates AI adoption to individuals. Employees understand their own functions well, but may not see how those functions connect across the organisation. Their local improvements can therefore preserve the existing chain of activities, including work that another team repeats or a handoff that no longer needs to exist.

System change starts above the individual workload. The owner has to examine the business across its divisions, identify repeated processes and decide which work should be removed, restructured or encoded into software. That requires taking responsibility for the design of the whole operation. Otherwise, the business may complete the same work more quickly without ever asking whether it should keep doing that work at all.

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