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AI explainer series

An AI strategy isn’t wanting AI.
It’s naming what changes.

Ask for an AI strategy and you usually get one sentence back: “We want AI everywhere.” Six months later, nobody can say whether it worked. A real strategy names what changes, by how much, and who owns it. Here are six steps to build one, and a free workbook to do it in.

A slogan
What will be different in six months
  • The changeMissing
  • The numberMissing
  • The ownerMissing
  • The fixMissing

Nothing under the slogan has a name or a number, so in six months there’s nothing to check.

A strategy
What will be different in six months
  • The changeQuotes go out the same dayNamed
  • The number3 daysSame dayNamed
  • The ownerSales managerNamed
  • The fixDrafts the quoteNamed

One change, today’s number and the target, an owner, and the fix that gets it there.

The same question asked of both: what will be different in six months?
Two halves of one figure, each asked what will be different in six months. On the first, a slogan: a presentation slide reading AI everywhere, with 380 licences bought, and four fields under the question, the change, the number, the owner and the fix, each one empty and marked missing. On the second, a strategy: a one-page sheet of three rows, the first reading quotes go out the same day, and the same four fields filled in from that row. The change is quotes go out the same day. The number is three days today and the same day in six months. The owner is the sales manager. The fix is AI drafting the quote.
The problem

Without a number,
nobody can tell if it worked.

Six months on, revenue is up. Maybe the AI helped, maybe it didn’t, because revenue moves for a dozen reasons. Without a number tied to the work itself, nobody can say whether to keep going.

The leadership meeting, six months later

So what’s different since the spring?

  • RevenueUp 9%Up or down, it says nothing about the AI
  • MarginUp 1 pointPrices changed in the same six months
  • EfficiencyNo figureNobody agreed what it measures
The same slide back on screen, one fair question, and three numbers that can’t answer it.
A leadership meeting six months later. The slide from the spring is back on the screen, reading AI everywhere. Four people sit facing it and the chief financial officer asks what is different since the spring. Beneath the room, three measures: revenue up nine per cent, margin up one point, and efficiency with no figure at all. Each one carries a line saying why it cannot answer the question.

Nobody can say whether to spend more or stop, so the slide goes back up.
The trouble started with the ask itself. It was the size of the whole company.

How it works

AI can’t be added to a company.
It gets added to a step.

Not to a department either. Work is a chain of steps: read the request, price the job, approve the terms. AI helps with steps, so a strategy has to be written at that size.

The company
One piece of work Inside sales: a quote
  1. Request arrives
  2. Quote drafted
  3. Terms approved
  4. Quote sent
One step One of four steps
Quote drafted Read the request, price it from the rate sheet, write the quote.
A sales rep, 50 minutes
Drafts it. The sales manager approves.
Zoom in from the company, to one team’s work, to one step. The step is where AI actually does something.
A zoom in three frames. The first frame is the company: nine teams in a grid with a banner across the top reading AI everywhere, which sits on the frame and points at nothing inside it. The second frame magnifies one of those teams and shows one piece of work as four named steps. The third frame magnifies one of those steps and holds a card naming the step, what it involves, who does it, how long it takes, and the AI mark, which drafts it while a person approves.

AI goes on steps, so a strategy has to be written about steps too.
That starts with finding the ones that hurt.

Step 1 of 6 · Find what hurts

Don’t start with AI.
Start with what hurts.

Ask your leaders, and a few people who do the work, where things go wrong. What would break if we doubled? Where do we type things twice? Then score each answer 1 to 5 for how often it happens and how bad it is, and multiply.

What hurts, scored
  1. Quotes take three days to go out20
  2. Month-end takes nine days to close15
  3. Customers complain about slow answers10
  4. The same customer typed into three systems8
  5. A new hire waits a week for their logins6
  6. The board pack is built by hand4
Six pains in the order people raised them, each scored twice. Sorted by score, the top three go on the page.
A list of six pains, each scored from one to five for how often it happens and how bad it is, and the two scores multiplied. Quotes take three days to go out: every day, four for how bad, twenty. Month-end takes nine days to close: every month, five for how bad, fifteen. Customers complain about slow answers: every day, two for how bad, ten. The same customer typed into three systems: every week, two, eight. A new hire waits a week for their logins: every quarter, three, six. The board pack is built by hand: every quarter, two, four. The first three go on the page.

Three pains, picked by their numbers rather than by whoever spoke loudest.
Next, look closer at the top one. Where does its time actually go?

Step 2 of 6 · Time it

Quotes take three days,
and most of that is waiting.

Before picking a fix, ask the people doing the work how long it takes, roughly, and how often, and note who told you. Here, almost all of the three days is the request sitting in an inbox.

Quote request Q-2217 1The top pain: quotes take three days
From request to quote sent 3 daysSame day
  1. The wait
    The request sits in an inbox2 days 23 hours
    Read the minute it landsNo wait
  2. The work
    A sales rep writes the quote50 minutes
    Drafted from the rate sheetMinutes
  3. The call
    A person approves the price10 minutes
    Sales manager approves the price10 minutes
The price is a person’s call, so it stops here for the sales manager.Approve the price on Q-2217?Prices always go to a personApproved by the sales manager. Quote sent the same day.
One quote request, timed twice. Today it’s almost all waiting. With the change, AI picks it up straight away and drafts it, and the sales manager still approves the price.
One quote request, Q-2217, shown as the screen the sales manager works in, in two states. Today it takes three days from request to quote sent, drawn as a bar across three days: the request sits in an inbox for two days and twenty-three hours, a sales rep writes the quote in fifty minutes, and a person approves the price in ten. With the change, the same bar shrinks to part of one day: AI reads the request the minute it lands, so there is no wait, AI drafts the quote from the rate sheet in minutes, and the sales manager still approves the price in ten minutes. The approval stops for a person, is approved by the sales manager, and the quote goes out the same day.

The work itself is quick. The time goes on waiting.
So that’s where the fix belongs. First, check what each pain depends on.

Step 3 of 6 · Pick the fix

Before you fix anything,
check what it depends on.

Three quick questions for each pain: is the process written down, do the systems talk, is the team ready? A “no” just tells you what comes first. Then pick the fix. Only one of the four kinds is AI.

  • Fix the processRewrite the steps. No new software.
  • Connect the systemsData moves on its own, so nobody retypes it.
  • Build a simple toolA form or screen made for the job.
  • Use AIIt reads, drafts, sorts or answers. A person checks.
  1. 1Quotes take three days YesYesYes Use AIIt drafts the quote from the rate sheet. The sales manager approves the price.
  2. 2Month-end takes nine days YesNoYes Connect the systemsThe bank feed goes straight into the accounts, so nobody copies it across.
  3. 3Customers wait for answers NoYesYes Fix the process firstThe answers only live in people’s heads. Write the common ones down. AI could come later.
Three pains, three quick checks each, and the fix each one needs. One of the three is AI.
Four kinds of fix: fix the process, which means rewriting the steps with no new software; connect the systems, so data moves on its own; build a simple tool, a form or screen made for the job; and use AI, which reads, drafts, sorts or answers while a person checks. Then the top three pains, each with three checks. Quotes take three days: the process is written down, the systems talk, the team is up for it, so the fix is AI, which drafts the quote while the sales manager approves the price. Month-end takes nine days: the process is written down, but the systems do not talk, so the fix is connecting them, with the bank feed going straight into the accounts. Customers wait for answers: the answers are not written down, so the fix is the process first, writing the common answers down, with AI perhaps later. The simple tool is not needed for any of the three.

Two of the three don’t need AI at all, and that’s normal.
It’s a stronger story for the board, too: money goes on whatever fixes each problem, and AI only where it genuinely helps.

Step 4 of 6 · Write the page

Put it on one page
that anyone can check.

Each row turns a pain into a change: today’s number and who said so, the target, the owner, the fix, and a rough sense of what it’s worth. Add one line for what you’re not doing yet. Here’s a finished one.

AI strategyThree changes · six months · one page
  1. 1Quotes go out the same day3 daysSales manager, SeptSame daySales managerAI drafts the quote. A person approves the price.About 40 hours a month back
  2. 2Month-end closes in five days9 daysFinance lead, Aug5 daysFinance leadBank feed goes straight into the accountsBooks closed four days sooner
  3. 3Support replies within the hourNot timed yetUnder an hourSupport leadWrite the common answers down firstFewer repeat questions

Not doing yetThe board pack. It hurts, but only once a quarter, so it waits.

One page, three rows, and what waitsEvery number has a name and a dateA person confirms anything that mattersReview every quarter, replace what isn’t moving
A finished page: three rows, each one checkable, and one line for what waits.
A one-page AI strategy with three rows. Each row gives what changes, today’s number with who said so and when, the target in six months, the owner, the fix, and what it is worth. Under the rows, one line for what is deliberately not being done yet, and four rules along the foot.

Three rows, three owners and three numbers anyone can check in six months.
Writing it down is the easy part. Proving the first fix works comes next.

Step 5 of 6 · Prove it

Test it on real work
before anyone relies on it.

Take twenty past quotes where you know the right price. Agree the bar first, then run them. Next, run it alongside the old way for a couple of weeks. And write down what never happens without a person.

1 Twenty past quotes
The bar, agreed first
18 of 20
Right first time
18

Matched the real quoteUnsure, so it askedWrong, and caught

Clears the bar
2 Two weeks next to the old way
Requests run both ways
10
Came out different
1

Both run on the same requests. Where the two quotes differ, a person looks at why before anyone switches over.

3 Never without a person
  • Setting the final price
  • Sending anything to a customer
  • Changing agreed terms

When it isn’t sureIt stops and asks the sales manager, instead of guessing.

Three checks before launch: a bar on real past cases, a fortnight next to the old way, and a written list of what always goes to a person.
Three checks before the fix is relied on. First, twenty past quotes where the right answer is known, and a bar agreed up front of eighteen out of twenty. It gets eighteen right; once it was unsure and asked a person, and once it was wrong and the check caught it, so it clears the bar. Second, two weeks running next to the old way on the same requests, where one of ten quotes differs and a person looks at why before anyone switches over. Third, a written list of what never happens without a person: setting the final price, sending anything to a customer, and changing agreed terms. When it is not sure, it stops and asks the sales manager instead of guessing.

If it misses the bar, it isn’t ready yet, and the step stays with a person until it is.
Once it’s live, the question changes. It isn’t “does it work?” any more. It’s “did it pay off?”

Step 6 of 6 · Keep checking

Read it 30 days after launch,
then every quarter.

Read each number 30 days after launch, then every quarter, against where you started. Expect it to improve gradually as people adjust. And plan for them: tell each team what changes, have their own leader say it, and expect a dip first.

  • 1Quotes go out the same dayTime per quoteLanded
    3 days1 day5 hoursSame day
  • 2Month-end closes in five daysDays to closeLanded
    9 days8 days6 days5 days
  • 3Support replies within the hourTime to first answerNo baseline
    Not timedNothing to readNothing to readNothing to read
Row one goes from three days to the same day, and row two from nine days to five. Row three was never timed, so there’s nothing to compare.
The three rows of the one-pager, each read at four points: before anything was built, then 30 days after launch, at three months and at six. The first row falls from three days to a day, to five hours, to the same day. The second row falls from nine days to eight, to six, to five. The third row was never timed before the build, so all four of its readings are empty and there is nothing to compare.

Two rows can answer the board’s question. The third can’t, because nobody timed it at the start.
Which is why every number on the page needs a name and a date.

Common myths

Four myths about AI strategy.

You might think

“Saying ‘AI everywhere’ at least points the company somewhere.”

Actually

It points everyone at a tool and nobody at a problem. The people doing the work hear “use AI more” and have no idea what to do differently on Monday.

You might think

“Every change on an AI strategy needs AI.”

Actually

Often the best fix is a clearer process, or two systems connected so nobody retypes. Put AI where something genuinely needs reading, drafting or sorting, and use something simpler everywhere else.

You might think

“If it works for me, it’ll work for everyone.”

Actually

Your own ChatGPT works because you feed it your files and check what it says. Roll the same tool out to a team and nobody is doing that checking, which is why the page has to say who confirms what. More on AI across a team.

You might think

“We need a Chief AI Officer first.”

Actually

You need an owner for each change, and that’s usually the person already running that process. A new title above them doesn’t own any of the rows.

Keeping it honest

Rules for the one-pager,
so it still holds in six months.

Writing the page is the easy part. The hard part is the review a few months later, when a row hasn’t moved and nobody wants to say so. These four rules keep it honest.

01

One page, three rows, and what waits.

Once it runs to a second page, people stop reading it. Saying what you’re not doing yet is a decision too, and it stops the same ideas coming back every month.

02

Every row has an owner, and every number a source.

The owner is usually whoever already runs that part of the work. Today’s number comes with a name and a date: who told you, and when.

03

A person confirms anything that matters.

Prices, payments, anything sent to a customer: a person checks it before it counts. Write that list down before launch, not after the first mistake.

04

Review it every quarter, and replace what isn’t moving.

If a row hasn’t moved in two reviews, it’s either the wrong row or the wrong fix. Work out which, and swap in the next pain on your list if it’s the row.

How to start

Three weeks from a list of pains
to a first fix tested on real work.

You can do the first four steps yourself, with the people you already have, and the workbook walks you through them. Here’s the order that works for most teams.

  1. Day one

    List what hurts, and score it.

    Ask your leadership team and a few people who do the work. Score each pain by how often it happens and how bad it is, one to five each, and multiply.

  2. Week one

    Time the top three, and check what they depend on.

    Ask how long each one takes, roughly, and how often, and note who told you. Then: is the process written down, do the systems talk, is the team ready?

  3. Weeks two and three

    Test the first fix on real cases.

    Twenty past cases, a bar agreed up front, and a person confirming anything that matters. If you’d like help with this part, it’s what an AI Jumpstart is for.

Next step

Stop guessing where AI belongs.
We’ll show you.

An AI Jumpstart runs these six steps with you for one part of the business and proves the first fix on your own records. It takes two to four weeks, and you finish with the page filled in.