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AI Delivery Brief · OpenAI · Governance

Agent prototypes now carry migration risk.

OpenAI’s AgentKit makes it easier to build, deploy and optimise agents. That is good for speed, but it also means prototypes can become operational dependencies faster than governance teams expect.


What changed

OpenAI introduced AgentKit as a set of tools for developers and enterprises to build, deploy and optimise agents, including workflow design and agentic UI capabilities.

Why it matters

When agent tooling becomes easier to adopt, delivery teams can move from experiment to dependency very quickly. That creates migration risk. Teams need to know what happens if the workflow, model, connector or vendor direction changes after the pilot has become part of day-to-day work.

What delivery leaders should do next

  • Treat every agent pilot as a potential production dependency.
  • Document owners, connectors, data permissions and fallback routes.
  • Agree the exit path before the pilot starts.
  • Add migration risk to the delivery RAID log or portfolio risk view.

About this brief

The AI Delivery Brief translates AI updates into practical implications for delivery, governance, portfolios and operating models.

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