#implementation phases

I caught myself, three hours into building a financial-modeling app, reaching for the old reflex of turning it into a public product. For the first time in twenty years I dismissed the thought on the spot. The reasoning that came up was new, and the rest of the market is arriving at the same conclusion at the same time.

Here's the truth: You don't need perfect data to start with AI. Whether your organization has pristine databases or fragmented spreadsheets, there's a clear path forward. Every successful AI adopti...

So your team has experienced those first AI "wow" moments. Now what? Welcome to Phase 2—where scattered experiments transform into structured adoption. The Shift in Phase 2 Remember those early ad...