What many observers underestimated is the pace of change. Beginning with initial pilots, the industry has seen rapid scaling throughout emerging market.

An important finding comes from our reporting: what succeeded previously may not work today or tomorrow.

The difference between winners and losers increasingly comes down to how quickly organizations can adapt their practices.

What many observers underestimated is the pace of adoption. Starting with early implementations, the industry has seen significant scaling throughout the broader industry.

Key Takeaways

• The acceleration of AI marks a major transformation in how teams develop systems.
• The complexity of modern systems demands different expertise across development groups.
• Success is less driven by individual technologies and increasingly requires team capability.