AI

The Hidden Cost of AI Agents: Why Model Routing Is the Real Advantage

AI agents can quickly inflate costs and amplify risk when every task uses the same model. This article shows how intelligent model routing, firm guardrails and human oversight can help distributors scale AI responsibly while controlling spend and maintaining accountability.

August 24, 2026

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For many organizations, AI adoption still gets measured by a single question: which model is the smartest one we can afford? In our experience, that question is the wrong one, and answering it is what's putting companies at risk. The bigger danger isn't picking the wrong artificial intelligence model. It's assuming every task deserves the same one. We work with enterprise leaders across distribution, manufacturing and CPG who are standing up AI agents faster than they're standing up the systems to govern them. They're excited about the productivity. They're less prepared for the bill, and…

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