# Beyond Model Loyalty: Enterprise AI Must Be Built For Vendor Volatility

> Source: <https://www.machinebrief.com/news/beyond-model-loyalty-enterprise-ai-must-be-built-for-vendor-tghu>
> Published: 2026-07-31 15:45:00+00:00

# Beyond Model Loyalty: Enterprise AI Must Be Built For Vendor Volatility

By Luke Norris, Forbes Councils MemberSource:

[Forbes Innovation](https://www.forbes.com/innovation/)The deeper AI embeds into decision flows, agent orchestration and validation pipelines, the more expensive any disruption becomes.

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