AI Strategy for Owners: policy, cost and measurement

01

From tools to strategy

In simple words

One cook with one new pan is not a kitchen plan. A kitchen plan says what you cook, who cooks it, what it costs and how you know customers are happy. A strategy is the plan for your whole kitchen, not for one pan.

Before this course: AI Operations: build AI into daily business processes (course 1.3.3), which builds on Automate Your Work with AI (course 1.9) and AI for Small Business (course 1.3). You should already have a mapped process, a baseline, step contracts, human checks, a test set, privacy basics and a runbook. If not, finish course 1.3.3 first.

Key facts

A strategy answers four questions: What are we trying to achieve this year? Where can AI help with that? What must we never do? How will we know it worked?
Start with the business goal, not the tool. "Answer customers within one business day" is a goal. "Use an AI chatbot" is a tool.
Score every possible AI use on three things, each from 1 (low) to 3 (high): value (how much it helps the goal), risk (what happens if it is wrong or leaks data) and effort (setup, checking and upkeep).

Use case	Value	Risk	Effort	Decision
Draft replies to common customer questions	3	2	1	Do first, with a human check
Summarize meeting notes (no customer data)	2	1	1	Do first
Decide who gets a refund	2	3	3	Wait, or keep a person in charge

High value, low risk and low effort goes first. High risk needs a human decision-maker, not just a human glance.
A strategy page is short (one page) and reviewed every quarter (Lesson 7).
Keep a "not now" list. Saying no to a use case on purpose is part of strategy.

Step by step

Write your top three business goals for the next 12 months (for example: faster replies, fewer errors in quotes, more time for sales).
List up to ten places AI might help. Include the ones you already use.
Score each one for value, risk and effort from 1 to 3.
Pick the top three (high value, low risk, low effort) and write them as "Now".
Put the rest in "Later" or "Not now" with one line of reason each.
Write three "never" rules (for example: never put customer personal information into a tool we have not reviewed).
Check: your page fits on one page, and every "Now" item points to a business goal.

Watch on YouTube

Building more effective AI agents (workflows first, add complexity only when needed)Anthropic · YouTube · youtube.com

Videos by other creators on YouTube, for reference. They are not made by or affiliated with The Future Market.

LESSON 01From tools to strategy

LESSON 01 / ANIMATED LESSON / AI VOICE00:00 / 01:00

Voice

Read the video script

[Host] "A tool is not a strategy. A strategy starts with the goal."
[Text on screen: Goal, Use case, Never, Proof] "Write your goals, list where AI could help, set your never rules, and decide how you will prove it worked."
[Screen: table with value, risk and effort scores] "Score each idea for value, risk and effort. Start with high value, low risk, low effort."
[Host] "Keep a not-now list. Saying no on purpose is part of the plan."

Try it now

Write your one-page AI strategy: goals, a scored list of use cases, a Now list, a Not-now list and three never rules.

ClaudeStuck? Copy a ready-made prompt for Claude

Copy this, open Claude, paste it, and Claude will walk you through the lesson step by step.

For a grown-up: Claude is for adults (18+). Copy this, paste it into Claude, and use the answer to explain the lesson to your child.

I'm learning "AI Strategy for Owners: policy, cost and measurement" on The Future Market. Lesson 1: "From tools to strategy".

What the lesson teaches:
- A strategy answers four questions: What are we trying to achieve this year? Where can AI help with that? What must we never do? How will we know it worked?
- Start with the business goal, not the tool. "Answer customers within one business day" is a goal. "Use an AI chatbot" is a tool.
- Score every possible AI use on three things, each from 1 (low) to 3 (high): value (how much it helps the goal), risk (what happens if it is wrong or leaks data) and effort (setup, checking and upkeep).
- Use case - Value - Risk - Effort - Decision
- Draft replies to common customer questions - 3 - 2 - 1 - Do first, with a human check
- Summarize meeting notes (no customer data) - 2 - 1 - 1 - Do first
- Decide who gets a refund - 2 - 3 - 3 - Wait, or keep a person in charge

The exercise I'm working on:
Write your one-page AI strategy: goals, a scored list of use cases, a Now list, a Not-now list and three never rules.

I'm stuck. Please:
1. Explain the main idea in plain, simple words with one everyday example.
2. Walk me through the exercise one small step at a time. Ask me what I've done so far before giving the next step.
3. Don't just give me the final answer. Help me do it myself, and check my work when I share it.

I'm a parent helping my child (about 8 years old) with a lesson called "From tools to strategy" from the course "AI Strategy for Owners: policy, cost and measurement".

Here's what the lesson says:
One cook with one new pan is not a kitchen plan. A kitchen plan says what you cook, who cooks it, what it costs and how you know customers are happy. A strategy is the plan for your whole kitchen, not for one pan.

The activity:
Write your one-page AI strategy: goals, a scored list of use cases, a Now list, a Not-now list and three never rules.

Please explain this so an 8-year-old understands: short sentences, a fun everyday example, and no hard words.
Then give me 3 simple questions I can ask my child to check they understood, and a way to do the activity together, one tiny step at a time.

Open Claude

Sources

Anthropic, Building effective agents (find the simplest solution possible, add complexity only when it improves results): www.anthropic.com/engineering/building-effective-agents

My notes

I learned this

02