We are working on specific initiatives and projects to meet auditability and traceability requirements. A lot of the ability to do that kind of audit, that governance, really starts with what the end-user is doing. What is the usage pattern of the AI? We want to ensure we're catching every interaction point and every transaction downstream from that initial user's prompt to a model. We are building traceability and auditability as a fundamental requirement. It's not an afterthought.
From a practical perspective today, we are seeing this. Again, it's evolving on how we're doing it, but it is certainly a foundation upon which we are creating certain levels of predictability and guardrails for end-users who are using this.