AI Integration is an Engineering & Organization Problem

Описание: AI for business isn’t a switch you flip ... it’s an engineering and organizational design challenge.

In this short, I break down why real ROI comes from proper AI Engineering (workflows, data, measurement, verification, QA), role redesign, workflow mapping, and change management—not “just prompts.”

If you’re a founder or executive, start by figuring out your goals and problems; mapping your work; picking the right model for each job; getting the right data; building, measuring, and validating AI performance; and designing your organization to leverage your AI systems for maximum productivity, revenue, and profit.

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