It’s only by mapping out the end-to-end process that you can make the right decisions about how you will maintain control and ensure that the system operates safely. It’s also worth challenging the assumption that existing controls, approvals and handoffs should remain unchanged. It’s by identifying where AI will create value and where humans need to stay in the loop that you will be able to design the right guardrails and observability mechanisms.

Organisations increasingly recognise the value of making data more accessible, but concerns around control, risk and governance often stand in the way. In this post, Andy Scotland explores why data democratisation doesn't require organisations to sacrifice oversight, and how data products, platforms and agent factories can unlock innovation while maintaining trust, compliance and accountability.