Approval rules for managed AI workers

AI worker approval levels: what needs human review?

Approval levels define how far a managed AI worker can move a task before a person reviews it. The safest first worker usually observes, drafts, or queues sensitive work before completing any bounded routine step.

Book a Review

Map one recurring workflow. No pricing, timeline, or build commitment is implied by the map.

Direct answer

Approval levels define the line between support and action.

Generated Workers-style visual showing read-only support signals pausing at an approval boundary before action.

An approval level tells the worker what it can do on its own, what it can prepare for review, what must wait for an owner, and what should escalate.

Different steps in the same workflow can have different approval levels. For a first worker, the default should be conservative: draft, queue, and escalate before allowing routine completion.

Approval ladder

Four levels make the boundary easier to see.

The point is not to make every step automatic. The point is to decide how much trust each action earns inside a defined workflow.

01

Read-only support

Observe

The worker monitors, summarizes, classifies, or surfaces information without changing systems or contacting customers.

  • Summarize new requests
  • Classify incoming messages
  • Surface missing details
  • Monitor a recurring queue
No system changes.
02

Prepared for review

Draft

The worker prepares work a person can review, edit, approve, reject, or take over.

  • Draft replies
  • Prepare CRM notes
  • Summarize reports
  • Write review-response options
Human reviews before sending or saving.
03

Owner decides

Queue for approval

The worker packages the context, recommended action, and next step for the workflow owner.

  • Route exceptions
  • Prepare a decision packet
  • Ask whether to send a sensitive follow-up
  • Flag a stalled task
Owner approves, rejects, edits, or escalates.
04

Low-risk completion

Complete bounded routine steps

The worker completes only low-risk, repeatable steps with clear rules and a defined escalation path.

  • Mark an internal checklist step complete
  • Update a low-risk status
  • File a prepared summary
  • Move a routine task forward
Routine completion only; exceptions pause.
Review first

Some actions should wait for a person first.

Review should come before actions that are sensitive, irreversible, customer-facing, financial, or hard to unwind.

Money movement

Payments, billing actions, and financial commitments should wait for a person.

Refunds

Refunds or account credits need a human owner before anything is processed.

Sensitive customer messages

Customer-facing language with brand, relationship, or risk impact should be reviewed.

Permanent record changes

Hard-to-reverse updates should pause before the worker changes the source of truth.

Legal or compliance-sensitive language

Sensitive policy, legal, medical, financial, safety, or compliance language should stay human-reviewed.

Unclear exceptions

When the workflow does not match the map, the worker should escalate instead of guessing.

Access or permission changes

Account, access, and permission changes need explicit human review before they move forward.

These are guardrail examples, not a complete legal, financial, or compliance policy.

Generated Workers-style visual showing sensitive work items pausing at a human review checkpoint.
One workflow, several levels

The same process can observe, draft, queue, complete, and escalate.

A lead follow-up workflow might watch for new requests, draft a response, queue a sensitive message for approval, complete a bounded internal status update, and escalate missing context to the owner.

Check Workflow Readiness
01
Observe

Observe new request

The worker watches for a recurring trigger and collects the basic context.

02
Draft

Draft follow-up

It prepares a first response or internal note for review.

03
Queue

Queue sensitive message

If the message affects a customer relationship, it waits for the owner.

04
Complete

Complete bounded status update

A low-risk internal status can move forward when the rule is clear.

05
Escalate

Escalate missing context

If the input is incomplete or unusual, the worker asks for direction.

Workers approval map

Workers maps the approval rules before the worker is built.

The approval map turns a vague AI idea into a controlled workflow plan. It names what the worker can touch, what it prepares, who owns review, and what happens when it is unsure.

Action type

Approval map

Name whether the worker should observe, draft, queue, complete, or escalate.

Owner

Approval map

Identify who knows whether the output is right and who can approve the next step.

Escalation path

Approval map

Define where uncertain or sensitive work goes when it should not continue alone.

Monitoring rhythm

Approval map

Decide how the workflow is reviewed after launch so the worker stays useful.

Maintenance owner

Approval map

Name who updates the worker when the workflow, rules, or edge cases change.

Common questions

Questions before you set the worker boundary.

Approval rules are easiest to trust when they are tied to one real workflow, one owner, and clear escalation moments.

Need to map one workflow?

Start by choosing one recurring task and marking what the worker can observe, draft, queue, complete, and escalate.

Book a Review

AI worker approval levels define how far a worker can move a task before a person reviews it. A worker might observe, draft, queue work for approval, complete a bounded routine step, or escalate when the situation is unclear.

The safest no-approval work is usually read-only or low-risk: summarizing, classifying, monitoring, surfacing missing details, or preparing internal context without changing records or contacting customers.

Money movement, refunds, sensitive customer messages, permanent record changes, legal or compliance-sensitive language, access changes, and unclear exceptions should pause for a person before moving forward.

Yes. The same workflow can include observe, draft, queue, complete, and escalate steps. The approval level should match the risk and reversibility of each action.

Approval adds a pause only where the action needs review. The goal is not to approve every small step; it is to keep sensitive, unclear, or high-risk steps visible before they become real actions.

Workers starts by mapping one recurring workflow: the trigger, owner, inputs, tools, output, sensitive steps, escalation moments, and review owner. The approval rules come from that map.

Map one boundary

Map the approval rules before the worker acts.

Start with one recurring workflow. Workers can help map what the worker observes, drafts, queues, completes, and escalates before you decide what to build.

Your approval map should clarify:

  • What the worker can do without changing anything
  • What the worker drafts or queues for a person
  • What always escalates before action
Book a Review
Let's map your approval boundary
Hi, I'm Worker Bee. Tell me one recurring workflow, and I'll help sort what the worker can observe, draft, queue, complete, and escalate.
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