
How Sales, Marketing, and Operations Teams Are Using Local AI Tools to Get Work Done And What Makes It Safe to Scale
Between purpose-built agents and shadow AI tools is a third category that most enterprises have not yet built governance infrastructure to support. Local AI tools. Claude Cowork. Claude Desktop. Tools that connect to the systems an employee already uses, respond to natural language instructions, and produce work that previously required hours of manual effort. The tool is legitimate, the user is known, but the data access pattern is new, the workflows are ungoverned, and the boundary between "this employee's work" and "this AI tool's access" is not clearly defined in any existing identity framework.





