01
The role + constraints + example pattern
The three-part structure to start every work prompt with.
Pillar 02
AI Interaction, Collaboration & Task Design
Write prompts that get consistent, usable results.
You are here · pillar 02 of 07
Interaction
← Foundations · Critical Thinking →
A working definition
What this pillar is, what it isn’t, and why it matters.
What it is
+
Decomposing real work into reliable AI tasks.
Knowing how to break down a deliverable, where the model should fit in the workflow, and how to set context that makes the output predictable.
What it isn’t
−
Memorizing prompt ‘tricks.’
Trick lists go stale fast. The skill is task design, the structure of how you frame the request, not the magic phrase.
Why it matters
→
It’s the difference between a 5-minute draft and a 5-hour rewrite.
Task design is what separates a quick win from a mess you redo by hand. Knowing which parts of a job to hand to AI, and which to keep, is a skill with real evidence behind it.
25.1%
faster on tasks inside AI’s proven strengths, but 19 percentage points less accurate on a task outside them, in a field study of consultants using AI (Dell’Acqua et al., Harvard Business School working paper).
What’s inside this pillar
The sub-skills the assessment is actually measuring.
Each pillar breaks into 4 sub-competencies. The assessment scores each one independently so you can see what to work on, not just an overall band.
02
Prompt chaining for long tasks
How to split a complex deliverable and pass output between steps.
03
Iterating on bad output
What to change when the first response misses, and what not to.
04
Choosing the right tool for the task
When to reach for a chat model, when to use a search-grounded one, when to skip AI entirely.
Try a sample
A real question from this pillar.
The full assessment has 36 of these for Pillar 02. There’s no time limit and you can pause anytime.
Sample · 1 of 36
You need a comparison table. Which instruction is most effective?
One correct answer
Proficiency levels
Where the assessment will place you, and where to aim.
“Proficient” is the workplace-ready bar we set. Each pillar is scored independently, so you can see exactly where you’re strong and where to start.
Level 01
Novice
Limited working knowledge. Outcomes are unreliable and depend on luck.
Score · 0–49%
Level 02
Developing
Foundational fluency. Can complete simple tasks; struggles in novel contexts.
Score · 50–74%
Level 03
Proficient
Workplace-ready. Handles real tasks at expected quality with light oversight.
Score · 75–89%
Level 04
Advanced
Expert practice. Sets standards for peers, anticipates failure modes, adapts quickly.
Score · 90–100%
Reading list
All articles →
To go deeper on this pillar
You Will Be the Change Agent Whether You Asked to Be or Not
You start your first job already fluent. Then you discover the tools were never the problem. The people are. Here is why AI adoption is a…
Confident and Wrong: Why Reasoning Models Still Make Things Up
The newest AI models reason better than ever, which makes them more dangerous, not less. Capability has outpaced reliability. Here is the…
Start with the assessment
Find out where you stand across all 7 pillars.
The free AI Literacy Assessment scores you independently on each pillar and shows you exactly where to focus next.
✓
10 minutes · No email required to see results