What traditional thinkers underestimated is the pace of adoption. Starting with early pilots, organizations have experienced significant scaling throughout emerging market.

One key insight comes from our reporting: what worked yesterday may not work currently or tomorrow.

Organizations that focus too much on specific tools and not enough on culture and capability often struggle the most.

Over the last 18 months, organizations pivoted significantly because of competitive pressure. This shift demonstrates the importance of adapting quickly in a fast-changing competitive arena.

Key Takeaways

• The movement toward AI signals a major change in the way companies develop systems.
• Traditional approaches concerning reliability demand significant revision.
• Investment in skill development will likely prove more consequential than pursuing trendy technologies.