Most organizations are stuck in “Pilot Purgatory.” They are running dozens of expensive, isolated AI experiments that look impressive in demos but never impact the P&L. They are blocked by slow governance and a deep-seated organizational resistance to change.
This “Big Bang” approach to transformation—treating AI as a massive, top-down tech project—is failing.
The problem isn’t the technology; it’s the approach. We are investing in complex solutions before we’ve solved the simple, high-value problems.The way out is Frugal Innovation. We must stop funding massive, all-at-once transformations. Instead, we must build a portfolio of small, high-value, resource-efficient experiments. We must earn the right to scale by proving value fast.
Your First Steps:
- Stop writing 12-month roadmaps. Start by diagnosing your immediate readiness. Where are your people, processes, and data really prepared to win?
- Hunt for Frugal Wins. Identify the highest-value, lowest-effort use cases that will deliver an ROI and fund your next steps.
- Execute in Sprints. Move from theoretical strategy to 3-week validation cycles. If a pilot doesn’t prove its value, kill it. Stop funding sunk costs.
You don’t need another 100-page strategy document. You need a starting line.