Resource Article

Resources / AI Business Systems

Why ChatGPT Isn't AI Integration: The Gap Between Using AI and Operating AI

Using AI ad hoc is not the same as operating a production system with data connectivity, monitoring, governance, review, and accountability.

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Resource Article

Resources / AI Business Systems

Every team has someone who's good with ChatGPT. That's not the same as having AI integrated into your business operations. This article breaks down the structural differences between ad hoc AI tool usage and production AI systems — data connectivity, monitoring, governance, human review, and accountability — and describes the failure modes that appear when teams try to bridge the gap without engineering support.