6 Questions Shaping Enterprise AI

 

The six core questions for enterprises entering the Agentic AI era:

1. Redesigning for the Agentic Era: Don't bolt on AI. Redesign end-to-end workflows around autonomous agents handling 80% of operational work.

 

1. Architecture Over Models: Competitive advantage flows from integrated platforms, not vendor selection. Build the system that orchestrates agents, not the model that powers them.

 

1. Provisioning Costs: Token economics differ from software licensing. A single customer request can trigger hundreds of model invocations and millions of tokens- uncontrolled costs spiral fast.

 

1. Upskilling Your Workforce: Prompt engineering was last year. Your workforce now manages digital workers, not writes code for them.

 

1. Business Model Redesign: If AI reduces four-week engagements to four hours, hourly billing becomes a liability. Rethink how you capture value.

 

1. Designing for Continuous Change: Models improve every quarter. Architecture that worked in 2024 will be obsolete in 2025. Build systems designed to evolve, not endure.

 

The central challenge is no longer "How do we deploy AI?"

The defining question is: "How do we redesign our enterprise so humans and intelligent agents work together in a coordinated operating model?"