2026-04-15
Applied AI: Signal vs Noise
A practical framework for distinguishing durable AI value from feature theater and short-lived hype cycles.
Applied AI creates real value when it measurably improves user outcomes.
Practical checks
- Does the feature reduce cycle time?
- Can users trust output quality?
- Is there a clear path to sustained margins?
If the answer to all three is yes, there is usually strong product signal.