PTENES
MODULE 2.1

🩺 Diagnosis: The AI-Native Version of Your Profession

Before automating, map. Rushing to "put AI everywhere" wastes energy in the wrong places. The assessment answers a simple question: where does AI add more value in YOUR role—and what’s the first worthwhile target to tackle.

6
Topics
~35
Minutes
Intermediate
Level
Practice
Type
Your progress in this module0 of 6 · 0%
1

🗂️ Map Your Tasks and How Long Each Takes

You can’t optimize what you’ve never taken a hard look at. The assessment starts with an honest list: what do you actually do in a week? For a few days, write down each task and how long it takes. What repeats shows up on its own — and that's where AI has the most to gain.

1

List everything from one week

Emails, reports, meetings, spreadsheets, customer support. Nothing is too small.

2

Write down how long each one takes

Minutes per day or hours per week — a rough estimate is enough.

3

Mark what repeats

A task that comes back every week in the same format is the top candidate.

List
Everything from the week
Time
How much it costs
Repetition
What comes back
Visibility
Face it head-on
2

✂️ Separate: human judgment × repeatable work

With the list in hand, apply a filter: what do only you do because it requires judgment — context, relationships, decisions — and what’s mechanical and always the same? Repetitive work is where AI shines. The judgment stays yours; AI speeds up the work around it, not replaces it.

✓ Human judgment

  • ✓Choose the right tone for a difficult client.
  • ✓Prioritize what matters when everything is urgent.
  • ✓Read the context and relationship behind a request.

✗ Repeatable / mechanical

  • ✗Turn bullets into a structured email.
  • ✗Summarize a meeting or a long document.
  • ✗Fill out the same report template every week.
Filter
Split up the list
Judgment
Continue your
Repeatable
AI shines
Accelerate
Don’t replace
3

🎯 Where AI adds the most value in your role

Today’s AI is especially strong at a handful of actions that show up in almost every profession: write, analyze, summarize, draft, and search. Look at your list of repeatable tasks and mark which ones fall into these categories — that’s where the first gains show up fastest.

🧠 The five ways AI adds value

No matter your profession, these verbs keep recurring — and they’re exactly where AI speeds up the work.

  • •Write: emails, proposals, posts, descriptions.
  • •Analyze: find patterns in data, spreadsheets, feedback.
  • •Summarize: meetings, documents, long threads.
  • •Draft: the first version of anything.
  • •Search: gather and organize scattered information.
Write
Quick draft
Analyze
Find patterns
Summarize
Cut the noise
Search
Organize
4

🧮 Impact × Effort Matrix

Not every repeatable task is worth the effort right now. Consider two questions: how much this gives me back (impact) and how difficult it is to integrate AI (effort). The 2×2 matrix below points to the right quadrant on its own: high impact, low effort—start there.

Effort → ↑ Impact 🥇 START HERE high impact · low effort quick win Larger project plan for later Either way do it if you have time left Avoid high cost, low return

Prioritize the high-impact / low-effort quadrant—illustrative diagram.

Impact
How much it returns
Effort
How difficult
Quadrant
High/low
Quick win
Start here
5

🥇 Choose Your First Target

Resist the urge to tackle everything. Choose a task: the one with a clear pain point, that repeats, and sits in the winning quadrant. One target helps you learn quickly, measure for real, and have a win to show—instead of five half-finished projects.

💡 Practical tip

Complete the sentence: "Every week I spend ___ hours on ___, and it's always the same." If you can fill it in without much thought, you've found your first target. Start small—one task, not a department.

Just one
Not five
Clear pain point
Uncomfortable Today
Repeatable
Come back often
Focus
A win you can show
6

🏁 Define “done” — your North Star metric

Diagnosis without a metric becomes opinion. Before you start, tie the target to a number: time spent, tickets resolved, proposals sent. This is your North Star—it tells you whether AI truly helped and gives you proof to show.

📐 What a good metric looks like

Choose your target and write the goal as a before-and-after number. Examples:

• Weekly report: from 3h → goal 1h
• Tickets/day: from 20 → goal 30
• Proposals/week: from 2 → goal 5
North Star
1 number
Before/after
Measures the gain
"Done"
Defined in advance
Proof
To show

Self-recovery (optional): what’s the first step to integrating AI into your profession?

✅ Module Summary

✓
Map before you automate — list your tasks and how long each one takes.
✓
Separate judgment × repeatable work — the mechanical work is where AI shines.
✓
Write, analyze, summarize, draft, search — where AI adds the most value.
✓
Prioritize impact × effort — start with high impact / low effort.
✓
One target, one metric — tie it to 1 number and define "done."

Next Module:

2.2 — Accelerate Your Production with AI