The shadow AI framing is accurate, but the harder problem is that even approved AI tools create data exposure risks. When a team uses a sanctioned LLM via API and pastes in a customer record to "just get a quick summary," that's not shadow AI — it's compliant behavior that still leaks data. The perimeter isn't tool approval anymore, it's prompt-level data handling. Most orgs aren't close to governing at that granularity yet.
BuzzGK
The shadow AI framing is accurate, but the harder problem is that even approved AI tools create data exposure risks. When a team uses a sanctioned LLM via API and pastes in a customer record to "just get a quick summary," that's not shadow AI — it's compliant behavior that still leaks data. The perimeter isn't tool approval anymore, it's prompt-level data handling. Most orgs aren't close to governing at that granularity yet.