How Leaders Build an AI-First Cost Advantage

AI has entered the “prove it” stage.

KEY TAKEAWAYS

Most companies are failing to realize meaningful returns from AI investments. Leaders use AI to build a cost advantage by:

• Embedding AI into end-to-end process and operating model redesign instead of treating it as a standalone initiative.

• Focusing on a few high-impact use cases, building strong data and tech foundations, and prioritizing workflow reinvention. Most value comes from changing how work gets done, not from AI itself.

• Taking a disciplined, staged approach: they start with proven use cases that generate quick wins and reinvest those savings into broader transformation, and they deploy advanced tools like agentic AI where appropriate.

• Rigorously tracking financial impact to ensure efficiency gains translate into P&L results.