AI hype is loud. Value is quieter.

Start with the job to be done

Don't add AI because you can. Add it where it removes real friction.

Keep humans in the loop

The best AI features augment judgment, they don't replace it.

Measure outcomes, not novelty

If it doesn't move a metric, it's a demo, not a feature.