A few quick questions. I'll come back personally, one company at a time, US and UK.
Step 1 of 4
Module 1 · 5 lessons · 55 min
Agentic AI, Explained for Owners
1Agentic AI, Explained for OwnersModule 1 · OverviewAgentic AI, Explained for Owners
Module 1
Agentic AI, Explained for Owners
Think like a manager of AI, not a user of it
Bruno Ashford
1.1 From chatbot to agent
What actually changes
Chatbot
Agent
Works in
One reply
A loop of steps
Uses your files
Only what you paste
Opens, reads, writes
Gives you
Text to process
Finished work
You ask for
Content
An outcome
1.1 The agent loop
Plan, act, check, repeat
1ReadYour request and context
2ActUse a tool on your files
3CheckLook at the result
4RepeatUntil done or it needs you
1.2 The Autonomy Ladder
Three rungs of trust
1SuggestIt drafts, you act
2Act with approvalIt works, asks first
3Act aloneIt works, you review later
1.2 The rule
The cost of a mistake sets the rung, not how clever the AI looks.
Bruno Ashford
1.3 The 4Ds (Anthropic AI Fluency framework)
A management routine for AI
D1DelegationSplit the task, keep the judgment
D2DescriptionBrief it like a new hire
D3DiscernmentReview like a manager
D4DiligenceOwn what goes out
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
1.3 A truth that hurts
Most bad AI output is a bad brief.
Bruno Ashford
1.4 Where AI earns its place
Score every task
Score
1
5
Impact
Saves minutes
Saves hours or speeds revenue
Risk
Invisible, easy fix
Reaches client, money, legal
Ease
In someone's head
Written, digital, repeatable
Opportunity score = Impact x Ease / Risk
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
1.5 Choosing your tool
Three desks, one office
Tool
Best for
Setup
Claude chat
Thinking, one-off writing
None
Cowork
One-off tasks on your files
Desktop app, paid plan
Claude Code
Repeatable, shareable processes
Install, paid plan or API
Recap
Pick the task, set the rung, brief it well, check it like a manager. The tool comes last.
Bruno Ashford
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Learn to think like a manager of AI, not a user of it.
