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A.I. Commerce Studio

Resources · Integration patterns

Human approval workflow

Actions with an effect wait for a person's decision; decisions are recorded immutably with identity.

Integration status: Demo

Demo: AI action approvals and the controlled changes of the Ops platform implement it internally, with no client systems.

Description

AI or automation prepares an action; it is recorded as a request; an authorised person approves or rejects; execution happens only after approval and everything is logged.

Prerequisites

  • Clear thresholds for when approval is needed.
  • Roles and deputies.
  • Deadlines and behaviour when no decision comes.

When to use it

  • Actions involving customers, money or records.
  • Regulated processes.
  • New automations in a pilot.

When not to use it

  • Low-risk, reversible actions at high volume.
  • Decisions people cannot really review.
  • When approval becomes a formality.

Reference diagram

An illustration of the components and the flow — not a running system.

  1. 01Proposal

    • AI or a rule
    • Request with context
  2. 02Decision

    • Queue
    • Authorised person
    • Separation of duties
  3. 03Execution

    • Action after approval
    • Immutable log
The diagram as a list
StageComponents
ProposalAI or a rule, Request with context
DecisionQueue, Authorised person, Separation of duties
ExecutionAction after approval, Immutable log

Security controls

  • Authors never approve their own change.
  • An immutable decision log.
  • Model output never bypasses permissions.

Observability

  • Time to decision.
  • Share approved and rejected.
  • Queue backlog.

Failure modes

FailureMitigation
Queue of pending approvalsDeadlines, deputies and reminders.
Rubber-stamp approvalSample reviews and feedback.
Execution without approvalA technical block, not only a process.