The takeaway
Useful AI adoption starts with a bottleneck, not a long list of tools. Test one constrained workflow against a baseline and keep humans in the approval loop.
Put it into action
- 1
Pick one repetitive or high-friction task
- 2
Measure the current time, errors or conversion outcome
- 3
Pilot AI with approved data and human review
- 4
Keep or discard the experiment based on measured results
Do you need ten AI tools?
No. A narrow, measurable pilot is often the better starting point.