What traditional thinkers underestimated is how quickly of adoption. Starting with early implementations, the industry has seen exponential scaling in the entire sector.

A critical observation emerges from our reporting: what worked yesterday often fails currently or in the future.

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 transformation. Beginning with initial implementations, the industry has seen exponential expansion in the entire market.

Key Points

• The shift toward AI marks a fundamental evolution in how companies develop solutions.
• Conventional wisdom about reliability demand significant reconsideration.
• Focus on capability building is likely to prove more consequential than pursuing fashionable tools.