Every enterprise AI program eventually produces a list: the tools that are allowed, the ones under review, and the ones nobody has looked at yet. That list is usually an afterthought—kept in a spreadsheet, updated after the fact, and rarely where people actually work.
But the catalog is not paperwork. It is the interface between what employees want to use and what the company is willing to stand behind. When it works, the approved path becomes the obvious one.
Make the safe choice the default choice
People do not route around governance because they want risk. They route around it because the sanctioned path is slower, harder to find, or missing the tool they need. A catalog earns its place by removing that friction—clear entries, obvious ownership, and access that can be requested in the moment.
When the approved option is genuinely easier than the workaround, shadow usage stops being a policy problem and becomes a discovery problem you already know how to solve.
A living surface, not a snapshot
Tools change, permissions drift, and new capabilities appear weekly. A catalog that reflects last quarter's review is already wrong. It has to stay current—connected to real access, real owners, and a real record of what each entry can reach.
Kept live, the catalog becomes the place teams start, not the place they avoid.