Every enterprise I talk to is wrestling with the same tension: build a rigorous AI strategy, or move fast enough to matter. Framed that way, it is a false choice.
The planning instinct is correct. Governance, security, data architecture, and clear ownership are not bureaucracy. They are the difference between AI that scales and AI that becomes the next audit finding.
The mistake is not planning. It is treating every part of the AI stack as if it needs to stay fixed for the same length of time.






