Perspectives

Across the data platform work we've done, a consistent pattern shows up. Organizations rarely struggle with this because they lack AI tools. They struggle because every newly onboarded entity, whether an acquisition, a partner, or a new customer running its own systems, arrives with different data structures, different governance assumptions, and different operational definitions for things that sound identical. "Active," "completed," and "owner" rarely mean the same thing twice.

AI value creation in PE operates at two levels that often get conflated, and conflating them is how operating partners end up evaluating the wrong partner category entirely.