Start with friction.
The best opportunities are grounded in a real user, operational or creative constraint.
Useful AI starts with a useful problem
Technology should make the experience sharper, faster or more relevant, not merely more complicated.
Keep humans in the system.
Automation should strengthen judgment and consistency while preserving accountability.
Prototype toward value.
Small, testable releases reveal usefulness sooner than large speculative implementations.