AI requires deeper operational involvement. It’s not a one-off system implementation - it changes how decisions are made across the business.

Not as a single solution. What scales is the approach: diagnostics, prioritization, and playbooks - not identical tools.

By building ownership inside portfolio companies. We work with management teams and operators, not just at fund level.

Often within 60-90 days for focused operational or efficiency use cases.

Not initially. Many successful initiatives start with small, cross-functional teams supported by external expertise.

Yes. AI can improve reporting, operational clarity, and scalability - all of which matter in exit narratives.