You don't need to be an engineer to lead an AI transformation. Here's a framework for building a realistic, ROI-driven AI roadmap.
Most AI strategies fail not because of bad technology but because of misaligned expectations.
The Path Forward
As AI capabilities continue to expand, organizations that invest now in building the right data infrastructure, team capabilities, and AI governance frameworks will be the ones that realize sustainable competitive advantage. The window is open — but it won't stay open indefinitely.
The best place to start is with a clearly defined problem and a realistic assessment of your data maturity. From there, a focused pilot project can demonstrate value in weeks and build organizational confidence for larger investments.
