The AI Optimization Trap
Most companies calling themselves AI adopters are running process improvement projects with a better name. Here is why that distinction matters more than they think.
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Practical perspective on priorities, accountability, decision-making, systems, and the patterns that separate companies that scale from ones that stall.
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I work across operations, PMO, business systems, workflow automation, and AI-native execution support. The right structure can be full-time, interim, contract, fractional, or project-based.