Key takeaways
- Score tasks, not titles. A role can contain exposed tasks and durable responsibilities at the same time.
- The strongest defense is not hiding from AI. It is moving toward workflow ownership, judgment, and system-building proof.
- Use the checklist to choose one operator move you can execute in the next 14 to 30 days.
Short Answer
The AI Job Exposure Checklist is a task-level diagnostic. List your recurring work, score how easy each task is to specify and review, then mark the parts that require judgment, trust, context, coordination, or responsibility. Your exposure is highest where the work is repeatable output with clear examples and low consequence. Your leverage is highest where you can turn AI into a better system.
How To Use The Checklist
- 01
Pick a real work window
Use the last two weeks or the last month. Do not score your idealized job. Score the calendar, tickets, docs, meetings, dashboards, and deliverables you actually touched.
- 02
Break the role into tasks
A useful list has 15 to 30 tasks. If your list has only five, you are still thinking at the job-title level.
- 03
Score exposure and durability separately
A task can be AI-exposed and still important. The key is whether the human contribution moves from production to direction, review, context, or ownership.
- 04
Choose one operator move
Do not turn the checklist into a personality test. Use it to decide what workflow you will improve, document, automate, or turn into a proof artifact.
Exposure Signals
Durability Signals
The Scorecard
# AI Job Exposure Scorecard
Task: [name the recurring task]
Exposure score: [0-8]
Durability score: [0-8]
Current owner: [me / team / vendor / unclear]
Current tool use: [none / chatbot / workflow / agent / software system]
Review standard: [how quality is judged]
Business consequence: [what happens if this is late, wrong, or excellent]
Decision:
- Redesign with AI: [yes/no]
- Keep human-led: [yes/no]
- Turn into operating doc: [yes/no]
- Turn into dashboard/tool/system: [yes/no]
Next operator move:
[one action within 14 days]Decision Rules
- 01
High exposure, low durability
Do not defend the task. Redesign it. Learn the tool, create the template, automate the handoff, and move your value to review or workflow ownership.
- 02
High exposure, high durability
This is leverage territory. Use AI aggressively, but surround it with standards, examples, checks, and human accountability.
- 03
Low exposure, high durability
Protect and deepen this work. AI may still help with preparation, documentation, research, and follow-through, but the human judgment remains central.
- 04
Low exposure, low durability
Question why the task exists. Some work is not safe; it is just low-value. Reduce, delegate, delete, or systematize it.
Operator Proof
A 30-Day Operator Plan
- 01
Days 1-3: inventory
List recurring tasks, score exposure and durability, and choose the one workflow with the best mix of pain, frequency, and visibility.
- 02
Days 4-10: redesign
Write the operating doc. Define the inputs, examples, acceptance criteria, review rules, and boundary conditions.
- 03
Days 11-20: run the new loop
Use AI or agents inside the workflow. Capture failures, revise the doc, and compare results against the old path.
- 04
Days 21-30: package the proof
Create a short before-and-after artifact. Show the workflow, the checks, the metric, and the business consequence.
The Next Step
After you score your work, read What To Do If AI Is Affecting Your Job for the broader response plan and AI Will Not Replace Everyone Equally for the strategic frame. If your strongest move is to build real AI-assisted workflows, dashboards, tools, or operating systems, get the Operator Kit and then learn the full Spec-to-System workflow in the course.