For sensitive work
For teams that have to answer where the data went: enforcement that runs outside the model, organization policy a prompt cannot argue with, and an audit trail that carries no sensitive content.
Managed organization deployment and regulated workflows below describe planned capabilities. Account administration and policy authoring are implemented; client delivery, destination approvals, SIEM integration, and matter controls remain in development. Review current availability.
The operating reality
Regulated teams are rarely blocked by capability. They are blocked because nobody can describe the control, and a control that lives inside a system prompt is not a control — a sufficiently persuasive input can talk its way past it.
Enforcement outside the model
Prompts, retrieved context, files, tool arguments, tool results, and model output are all inspected outside the model before they cross a trust boundary. Organization policy cannot be weakened by a prompt, a retrieved document, a model response, a local preference, or an approval-bypass setting. When policy is missing, expired, or invalidly signed, external flows fail closed while local inference keeps working.
Policy is authored centrally, cryptographically signed, and verified on each device. Devices reject a bundle that does not verify.
The organization layer sits above user approval tiers. Bypass mode skips your prompts; it never skips the organization rule.
Events carry classifications, decisions, actors, destinations, and policy versions — never prompts, secrets, or regulated text.
Missing or stale policy blocks external egress and says so, rather than silently falling back to permissive behavior.
Keep the first workflow narrow enough to evaluate, but real enough to matter.
List every path where content can leave: models, connectors, web search, exports, sync. A control you cannot enumerate is not a control.
Start with credentials and sensitive file types. They are unambiguous, easy to test, and immediately valuable.
Use the metadata stream to see what the policy is actually catching, then tighten or relax it with evidence.
What good looks like
Local model workflows are available. Organization administration and policy authoring are implemented in the account control plane. Managed client rollout, destination approvals, SIEM delivery, and regulated workflows remain in development; see the Enterprise availability page.
Tell us about the workflow and the boundary around it, and we will help scope a practical first step.