Problem-driven innovation inverts the typical technology adoption pattern. Instead of asking "What can this AI tool do?", it starts with "What problem are we actually trying to solve?" This approach prevents the common trap of implementing AI for its own sake and ensures that technology investments are anchored in genuine business or human needs. The most valuable AI applications emerge from deep understanding of problems, not from fascination with solutions.