Quick Wins Fund Bigger Wins

Each experiment unlocks the next level. That’s capability compounding.

The mistake is planning a 2-year AI transformation. The reality: start small, prove value, compound.

The Pattern

  1. Analysis → Reveals what’s possible, quantifies opportunities
  2. Build → Delivers working proof, validates approach
  3. Expansion → Scale what works

Each phase generates data that informs the next. No big upfront bets.

Why This Works

  • Low risk: Small experiments, not massive commitments
  • Data-driven: Each phase produces evidence for the next decision
  • Compounding: Infrastructure from early work accelerates later work

Example

Even if early experiments find nothing actionable, you now have:

  • Queryable data warehouse
  • Mapped entity relationships
  • Foundation for future tooling

The investment isn’t “solve problem X” - it’s “build the substrate that makes solving future problems cheaper.”

Contrarian To

“We need a comprehensive AI strategy before we can start”


← All beliefs