We realised that people aren t really aware of what they can do with Local Panel; it s probably just being used to access the terminal easily or to manage files. However, Local Panel is much more than that, and we wondered what we could do to demonstrate this.
One thing I've noticed is that people often look for an "AI governance tool" as if governance is a single category.
In practice, it usually looks more like a stack. Different controls solve different problems, and most teams end up combining several of them as AI agents move from experiments into production.
1. Model Monitoring
This is the layer that helps teams understand how AI systems behave over time. Performance drift, unusual activity, reliability issues, and changing usage patterns tend to show up here first.
If someone asked you to list every person, contractor, and tool that can see your revenue numbers and customer data, could you do it without opening five different settings pages?
I couldn't, for a long time. We added people fast, handed a couple of contractors access to "just take a look," wired up some tools, and quickly didn't know who has access to what.
