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Perspective · Aug 2026

The investor’s advantage in enterprise AI transformation

Evaluating companies creates a useful lens for AI implementation: incentives, operating leverage, decision quality, and the path from capability to value.

Look for leverage

The most valuable opportunities improve a consequential decision or unlock a constrained expert workflow.

Follow incentives

Adoption depends on who benefits, who changes behavior, and who remains accountable when the system participates in the work.

Underwrite the path to value

Treat implementation as an operating thesis: make assumptions explicit, test them in the workflow, and compound what proves repeatable.