Why most AI efforts stall (and how to fix it)

Many leaders are trying to figure out how to move from experimentation to real progress.

The real question is where to start.

We’ll be sharing one question every other day. Each answer is intentionally concise: one thought that compounds into smarter AI leadership.

Today’s Question:
What should leaders actually be doing to move forward with AI?

Start with the workflow.

Every workflow contains three layers:

• Assist

• Augment

• Transform

Assist means AI helps people move faster. Augment means AI expands what people can accomplish. Transform means the process itself changes.

Most organizations stop at the first level.

But the biggest gains appear when companies redesign the entire workflow around human + AI collaboration.

If you’re curious for more, you can explore the full series here:
[Explore the full AI Operating Model Series]

Kind regards,
Michael DeNunzio
Managing Director, PVAI Consulting
[email protected]