Topic

AI Productivity

Practical AI workflows for research, planning, content and everyday work, with realistic expectations about where AI saves time and where it doesn't.

Principles

Use AI where it actually helps

Start with the bottleneck

Find the slowest step in your workflow that does not depend on your unique judgement. That is where AI is most likely to help.

Count the editing time

Time saved generating text can be lost again in checking and fixing it. Measure the whole task, not just the first draft.

Keep judgement human

Let AI handle repetitive, mechanical work. Keep decisions, facts and final approval with a person.