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Changefy Research — State of Governed AI Operations 2026Read it
Changefy

SECURITY

Autonomous where it should be.
Constrained where it must be.

Changefy is built around a simple rule: reasoning is free to explore, but action is bounded by policy and gated by a human. Here is how that boundary is enforced end to end.

ARCHITECTURE

Least privilege

  • Changefy holds only the permissions it needs for the connection it's using, nothing broader.

Scoped credentials

  • Credentials are scoped and short-lived per execution, not a standing admin identity.

Policy enforcement

  • Every plan is classified by risk and environment before it's allowed to proceed.

Human approval

  • Anything above the configured risk threshold stops for an explicit approval.

Execution boundaries

  • Execution runners are constrained to the environment and blast radius in the approved plan.

Immutable activity history

  • Every investigation, plan, approval, execution step, and verification is recorded and cannot be edited after the fact.

Secrets stay in the execution environment

  • Credentials used to act on target systems never leave the execution boundary.

Stop-on-deviation

  • If a system doesn't match what the plan expected, execution halts rather than improvising.

Changefy does not currently hold third-party compliance certifications. We publish our architecture and controls here so you can evaluate them directly, and we work with customers on the assurances their own compliance programs require.