AI · 5 min read

Where to Start With AI Automation (Without a Moonshot)

The highest-return AI projects are rarely the most ambitious ones. Start where a human is copying information from one screen to another.

Ambitious AI programmes stall because they try to change how a business thinks before changing how it works. The reliable starting point is far more mundane.

Look for repeated, rule-shaped work: qualifying inbound enquiries, extracting fields from documents, drafting first-pass responses, routing requests to the right owner. Each of these has clear inputs, a checkable output and an obvious fallback to a human.

Automate one of them end to end, measure the hours returned, and use that evidence to fund the next one. Capability compounds; grand plans rarely do.

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