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Enterprise-grade controls for AI work automation

Adopt AI automation with explicit controls for identity, policy, approvals, and operational accountability.

Built for production AI rollout

Enterprise AI adoption requires more than model quality. It needs policy scoping, decision accountability, auditable execution, and outcome measurement.

Threada makes these controls explicit and operational from day one — not something you retrofit after an incident.

Core enterprise capabilities

  • Tenant-scoped isolation across data, credentials, policy, and telemetry
  • Role-based access controls and identity integration options
  • Policy versioning with evaluation and rollback workflows
  • Audit trails for lifecycle transitions and action execution
  • Operational controls for review queues and approvals

Operational governance features

  • Scoped policy overlays by tenant, pack, workflow, and channel
  • Per-workflow quality gates and rollout checks
  • Execution reliability controls (idempotency, retries, dead-letter visibility)
  • Outcome reporting for resolution and cycle-time analysis

Enterprise rollout approach

  1. Define initial workflow scope and policy boundaries.
  2. Run controlled pilot with review and approval defaults.
  3. Validate quality and outcome metrics against acceptance criteria.
  4. Expand channels, packs, and governed actions incrementally.
  5. Operate continuous evaluation and policy tuning.

Security and governance posture

Security controls are integrated into runtime behavior through policy, role scoping, and explicit audit events.

Operational telemetry is designed for incident triage, compliance reviews, and root-cause analysis.

Questions

Do we need to replace our systems of record?
No. Threada is designed to orchestrate around existing systems through integrations and governed actions.
Can approvals be required for specific actions?
Yes. Approval requirements can be applied by workflow, channel, risk class, and action type.
How do we evaluate production safety?
Use EvalSuite gates for extraction, routing, grounding, and action behavior before broad rollout.

Design your enterprise rollout with us

Start with one governed workflow and expand with measurable confidence.