What traditional thinkers failed to anticipate is the pace of transformation. From limited pilots, the industry has seen significant scaling across the entire sector.

A critical observation comes from industry analysis: what succeeded in the past rarely succeeds today or tomorrow.

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

What many observers failed to anticipate is the pace of change. Beginning with initial implementations, organizations have experienced significant scaling across the entire sector.

Key Takeaways

• The acceleration of AI represents a major evolution in how companies develop systems.
• The scope of contemporary platforms necessitates different expertise throughout development groups.
• Focus on capability building is likely to prove more valuable than adopting the latest platforms.