The Case for Private AI

Section 1: The problem that AI creates Your company just enabled “AI” features. You can now upload PDFs, Excel, CSVs, Slack conversations, directly into Claude to analyze data, extract insights, and summarize documents in seconds. There’s going to be a great productivity boost across all departments. In fact, through MCP, Claude can now work directly with all the tools you use: Gmail, Jira, SnowFlake(DB), and in fact, through integration with Claude code, it has access to your entire private code base, as well as your company machine’s file systems (trigger happy devs). ...

October 25, 2026 · 10 min · Lei