AI Governance

Data Boundaries for AI Agents

1 min read · AI Governance · 2026

Data Boundaries for AI Agents

Agents that can “read everything” eventually read the wrong thing. Data boundaries define what an agent may retrieve, write, or infer—and what always requires a human.

Allow / deny matrix (template)

Resource Read Write Conditions
CRM (customer tier) Yes No Production account only
Ticket system Yes Yes (draft note) No PII export off-platform
Email send No No Human sends in v1
Internal wiki approved Yes No Tag filter required
HR / payroll No No Always denied

Policy triggers (examples)

  • Export-control or health-related keywords → stop, route to human.
  • Request to bulk-delete records → deny tool call.
  • Confidence below threshold → no write actions.

Implementation notes

  • Enforce boundaries in integration layer, not only in prompt text.
  • Log every tool call with actor, workflow version, and resource ID.
  • Review boundaries when you add a model or connector—not only at launch.
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