The Standard · Working with agents

Judging levels of AI autonomy

Tells assistance from automation from autonomy, and matches the level to the stakes of the task.

You judge whether an AI agent should assist, automate a repeatable step, or act autonomously. You use evidence about stakes, reversibility and failure to set guardrails. You may find the assistant clarifies options but misleads you about capability or reliability.

The exam for Judging levels of AI autonomy is not open yet. A skill opens once its questions are approved and tested.

What it measures

Whatever the skill, the exam rates your work in the same six areas of the Standard. Three are for the value you get from the assistant, and three for the control you keep. Each area gets one of 4 ratings (Emerging, Developing, Proficient, Accomplished). For Judging levels of AI autonomy, a strong performance looks like this. What each area includes and excludes.

Value

What you get from the assistant: how far it takes the work, how well you brief it, and the piece you hand in.

Reaching further

You use a suitable autonomy level to surface alternatives, exceptions and reader questions beyond your initial plan.

Using the assistant to produce work beyond what you could have produced alone, rather than the same work faster.

Briefing the assistant

You brief the agent with its goal, reader, source facts, constraints and required output before judging autonomy.

Giving the assistant the reader, purpose and source facts the work depends on, and the form, length and contents you need back.

The finished piece

You turn autonomy evidence into a usable recommendation, explaining the level, limits and human approval needed.

Turning the assistant's output into something a colleague could use: editing it, combining it and adding original thinking.

Control

What you keep in hand: checking its work, keeping information safe, and deciding what stays with a person.

Checking its work

You check the agent's claims about capability, reliability and failure against supplied evidence before accepting its autonomy recommendation.

Checking the assistant's claims, figures and assumptions against the source before the work is used.

Safety and confidentiality

You keep personal, restricted and dangerous details out of the agent's brief and output while setting safe operating boundaries.

Handling confidential and personal data, seeing compliance, ethical and reputational risk, and declining unsafe requests.

Knowing what to delegate

You decide what the agent may do, what stays with a person, and who approves each consequential decision.

Deciding what to hand to the assistant and what to keep, and at what stakes, before any output exists.

What you do in the exam

Every skill of the Standard is examined the same way, at the same pass mark, in the Applied AI Badge. Two tasks with the assistant and two sets of questions, over 15 minutes. You do real work with an AI assistant beside you, hand in what you would send, then answer follow-up questions about your own work.

  1. 01

    An autonomy recommendation from a workflow's stakes, reversibility and approval needs.

  2. 02

    A guardrail plan from an agent's goal, permissions and failure consequences.

  3. 03

    A handover notice from evidence distinguishing assistance, automation and autonomy.

These are the kinds of task the exam sets. Your exam draws its own from a bank the Examination Board has approved.

Price
US$19
Length
15 minutes
Attempts
One for each purchase, then a 7-day wait

What the badge certifies

What an employer reads

Passed an Institute exam in judging levels of AI autonomy. They briefed the assistant with task stakes, caught an unsupported autonomy claim, and delivered an approval plan.

You earn it in one exam, never by finishing a course.

Name on the certificate
Applied AI Badge: Judging levels of AI autonomy
Who it is for
Team leads, product managers and practitioners who choose safe AI autonomy for work.
Valid for
2 years, then renew
Verification
Every badge has a public verification page an employer can open, and a place in the public register if you choose it.
Marked by
An AI examiner marks your work against a marking guide and quotes your own words as evidence. A person checks anything borderline.

Near it in the Standard

This skill applies to any job, so it sits in the Standard's core rather than in one function.

Practise it before you pay for it

Practice is free (up to 50 sessions a day) and shaped like the exam, with a coach that tells you what to change. It never counts towards a credential, and an exercise you practised is kept out of your exam.

How practice worksTake the free AI skills exam

Want to learn it first? AI+ At Work: Advanced covers this skill. No book is required to pass.