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Module 1 · Lesson 1.4 · 11 min

Where Agentic AI Earns Its Place

Use clear criteria to choose which tasks to automate first and which to never delegate.

Module 1
Agentic AI, Explained for Owners

Think like a manager of AI, not a user of it

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1.1 From chatbot to agent

What actually changes

ChatbotAgent
Works inOne replyA loop of steps
Uses your filesOnly what you pasteOpens, reads, writes
Gives youText to processFinished work
You ask forContentAn outcome
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1.1 The agent loop

Plan, act, check, repeat

  1. 1ReadYour request and context
  2. 2ActUse a tool on your files
  3. 3CheckLook at the result
  4. 4RepeatUntil done or it needs you
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1.2 The Autonomy Ladder

Three rungs of trust

  1. 1SuggestIt drafts, you act
  2. 2Act with approvalIt works, asks first
  3. 3Act aloneIt works, you review later
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1.2 The rule
The cost of a mistake sets the rung, not how clever the AI looks.
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1.3 The 4Ds (Anthropic AI Fluency framework)

A management routine for AI

  1. D1DelegationSplit the task, keep the judgment
  2. D2DescriptionBrief it like a new hire
  3. D3DiscernmentReview like a manager
  4. D4DiligenceOwn what goes out
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1.3 Description

The five-part brief

Two minutes of briefing saves twenty of fixing.

  • Goal: what done looks like
  • Context: who, why, which files
  • Rules: standards, tone, never do
  • Output: format, length, where to save
  • Check: report what you read and changed
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1.3 A truth that hurts
Most bad AI output is a bad brief.
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1.4 Where AI earns its place

Score every task

Score15
ImpactSaves minutesSaves hours or speeds revenue
RiskInvisible, easy fixReaches client, money, legal
EaseIn someone's headWritten, digital, repeatable

Opportunity score = Impact x Ease / Risk

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1.4 Never delegate

Some calls stay human

The agent can prepare the facts. You make the call.

  • Hiring and firing
  • Final pricing on big deals
  • Legal or medical judgment
  • Apologising to an upset client
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1.5 Choosing your tool

Three desks, one office

ToolBest forSetup
Claude chatThinking, one-off writingNone
CoworkOne-off tasks on your filesDesktop app, paid plan
Claude CodeRepeatable, shareable processesInstall, paid plan or API
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Recap
Pick the task, set the rung, brief it well, check it like a manager. The tool comes last.
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01 / 12

Use ← → to move. The marker highlights text and the pencil draws on the slide; navigation locks while you annotate. Undo removes the last mark, Esc exits.

1Score impact

From 1 to 5: how many hours and how much money does this task cost, and does removing it speed up revenue? A task that takes expensive owner time or delays sales scores high.

2Score risk

From 1 to 5: if the agent gets it wrong, who notices and what does it cost? Internal and easy to fix is 1. Reaches a client, money, legal or reputation is 5. Risk does not rule a task out; it sets the autonomy rung.

3Score ease

From 1 to 5: are the steps written down, is the data digital, is it the same every time? A task that lives in one person's head and on paper scores low for now. Documenting it first is often the real win.

4Calculate and choose

Opportunity score equals impact times ease, divided by risk. Sort by score and pick your top three, with no more than one high-risk task and none on your never-delegate list. You can let Claude do the arithmetic and challenge your picks.

Prompt for Claude
Here is my Opportunity Matrix. Calculate the opportunity score for each row as Impact x Ease / Risk. Then recommend my top 3 tasks to start with, with at most one task where Risk is 4 or 5, and explain in one sentence why each one made the cut. Challenge any score that looks inconsistent.
5Write your never-delegate list

Some things stay human no matter the score: hiring and firing, final pricing on big deals, legal or medical judgment, apologising to an upset client. The agent may prepare the facts. You make the call.

The most expensive mistake I see is not a bad agent. It is a good agent pointed at the wrong task. An owner spends three weekends automating something that takes 20 minutes a month, while the proposal process that eats nine hours a week stays untouched because it felt too important to try.

In this lesson we take the top 10 from your Weekly Time Map and score each task on impact, risk and ease. The result is your Opportunity Matrix, and it will tell you, with numbers, where to start.

Key points

  • Score every task on impact, risk and ease.
  • Opportunity score = impact x ease / risk.
  • Risk sets the autonomy rung, not a ban.
  • Start with three, at most one high-risk.
  • Keep a written never-delegate list.

Avoid

  • Automating what is fun instead of what is expensive.
  • Starting with the riskiest, most visible task to impress the team.
  • Picking ten tasks at once and finishing none.
  • Skipping tasks that are hard only because nobody has written the steps down.
Real-world example: an e-commerce store

The skincare founder's top scorers were product descriptions (impact 4, risk 2, ease 5), the weekly sales spreadsheet (impact 4, risk 2, ease 4) and supplier reorder emails (impact 3, risk 3, ease 4). Refund decisions for angry customers scored high on impact but went on the never-delegate list. She started with descriptions because the brand voice was already written down, and had the first 60 done in an afternoon.

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