AI adoption is no longer a technology question. The strategic divide is now between firms that add tools to existing workflows and firms that redesign operating models around machine intelligence.
Executive Snapshot
AI has moved from experimentation into operating architecture. The firms creating advantage are not simply deploying assistants; they are changing how work is scoped, reviewed, priced, and governed.
Why It Matters
The next wave of productivity will not come from isolated workflow automation. It will come from redesigning decision loops, accountability, and margin structure around machine-supported execution.
IANVS Point of View
AI should be treated as an operating model pressure test. If the tool does not change the economics of delivery, the organization has likely adopted the interface but not the advantage.
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