Course contents
Advanced · Course 5: AI Governance, Risk and Buying AI · Lesson 1 of 5

Why a business needs a policy for how AI tools are used

Level: AdvancedTime: 45 minutesOrder used: A (the T-shirt)Tool: AI governance and risk checklist
For anyone whose team has started using an AI tool for day-to-day work and needs a written rule for how it may and may not be used. No previous lesson is required, though Track 17 on data governance is useful background. The case uses Order A and only approved master figures.
BuyerNorthline Apparel
FactoryDelta Garments
OrderA — 15,000 T-shirts
FabricSingle jersey, 180 GSM, Ne 30/1
Agreed FOBUSD 3.20 per piece
Total order valueUSD 48,000
02Opening

This page teaches why a business needs a written policy for how staff may use an AI tool, and who it is for

An AI tool now sits on many desks in a garment business without anyone deciding it should be there. A merchandiser pastes a buyer's email into an AI tool to draft a reply. A costing clerk asks an AI tool to check a calculation. A planner uses one to summarise a tech pack. Each use feels small and helpful on its own, and each one is also a business decision about what leaves the building, what a customer receives in the business's name, and who is responsible if the AI tool is wrong.

This lesson gives you the reasoning for writing a short, workable policy that says which AI tools staff may use, what information may and may not be given to them, and when a person must check the output before it reaches a buyer, a factory floor or a shipment document. This lesson mainly teaches the decision flow: who decides, on what basis, before an AI tool is trusted with real business information. Without a policy, the rule that actually applies is whatever each individual person decides for themselves, which is not a rule at all.

03Before you start

What you need, and what this lesson does not cover

You need: a basic understanding of an order record and the main functions in a garment factory or buying office. Track 17 on data governance is useful preparation, since an AI-use policy extends the same ownership and access thinking to a new kind of tool.

By the end of this lesson you can:

  • explain in plain words why an AI tool needs its own written policy and not just general IT rules;
  • state the three things a minimum AI-use policy must cover;
  • separate a use of an AI tool that needs no special rule from one that does;
  • identify who in a factory or buying office should approve the policy;
  • recognise the sign that a business has let AI use grow without a policy in place.

Not covered here: how to evaluate a specific AI tool before buying it (Lesson 5.3), the risks an ungoverned tool creates in practice (Lesson 5.2), and how to assign accountability when AI-assisted work goes wrong (Lesson 5.4).

04Key terms

Words you will meet in this lesson

TermMeaning
AI toolAny software that generates, drafts, summarises, calculates or recommends using artificial intelligence, whether built into another system or used on its own.
AI-use policyA business's own written rule for which AI tools staff may use, what information may be given to them, and when a person must review the output.
Confidential informationBusiness information a company has agreed, by contract or by its own rule, not to share outside the people who need it to do their job.
Human reviewA named person checking an AI tool's output against the facts before it is acted on or sent to anyone outside the business.
Shadow useAn AI tool used by staff for real work without the business's knowledge or approval.
05Teaching
The rule

A business needs a written AI-use policy that names which tools may be used, what information may be given to them, and when a person must review the output

An AI tool is not a neutral piece of office software. It can read and remember what is typed into it, it can produce a confident-sounding answer that is wrong, and it can act in the business's name faster than any single person could. A written policy turns three separate risks (a leaked specification, an unchecked error, an unclear responsibility) into three separate rules a staff member can actually follow: which tools are approved, what may and may not be entered into them, and which outputs need a named person's review before they are used.

Without a policy, staff make each of these three decisions alone, differently, every time, based on whatever seems convenient that day.

Approved toolsNamed list of AI toolsstaff may use for workInformation ruleWhat may and may not beentered into a toolHuman reviewA named person checksthe output before use
A policy turns three separate risks into three rules a staff member can follow. Without it, each person decides all three alone, every time.
What you meet in real life

How much an AI-use policy needs to cover differs by business model, market and role

What can differThe shapes you will meetWhy it matters to you
Export order under Make to OrderAn export factory's staff often paste a buyer's own confirmed price, quantity or specification into an AI tool to draft a reply or a summary.That information is the buyer's own confirmed commercial fact; a policy must say clearly whether it may leave the business's own systems at all, and in what form.
Domestic replenishment under Make to StockA domestic brand's planning team may ask an AI tool to help read its own sales history or forecast, information the business itself owns outright.Even information a business owns needs a rule, because a wrong AI-drafted forecast used without review still costs real stock and cash.
Hybrid order handled through a millA mill working on a hybrid mix of order types may use an AI tool to help draft a material specification shared across more than one buyer's order.A specification error copied across several orders at once is a larger, faster-moving mistake than the same error made once by hand.
Buying office or agent roleA buying office often holds confidential information from more than one buyer at the same time.An AI tool used carelessly by one person can mix information that must legally and commercially stay separate between buyers.
Different product familiesSocks, knit-to-garment, terry and home-textiles businesses all use AI tools the same general way, for drafting, summarising and calculating; only the specific documents at risk change.The policy's three rules (approved tools, information rule, human review) apply the same way across every product family.
The case we follow

Delta Garments writes an AI-use policy after Mona notices staff already using an AI tool without one

Northline Apparel has confirmed Order A with Delta Garments: 15,000 T-shirts, single jersey 180 GSM, Ne 30/1, agreed FOB USD 3.20 per piece, total order value USD 48,000. Mona, the factory merchandiser, discovers that two members of her own team have already been using a general-purpose AI tool to draft replies to Northline Apparel and to summarise tech pack pages, without anyone deciding this was allowed.

Mona does not ban AI tools outright, because she can see the drafting help is genuinely useful. Instead she takes the question to Delta Garments' management and writes a short policy: one AI tool is named as approved for drafting text; Order A's confirmed price, quantity and any unreleased specification detail may not be typed into any AI tool, approved or not, because that information belongs to Northline Apparel under the order agreement; and any AI-drafted reply that mentions a price, a date or a quantity must be checked by Mona herself against the confirmed order record before it is sent.

Karim, the production manager, asks whether this means his team cannot use AI tools for anything. Mona explains that a general question, such as asking an AI tool to explain a fibre property, carries no business risk and needs no review; the rule applies specifically to information from Order A and to anything sent to Northline Apparel in the business's name.

The worked number

One unreviewed AI-drafted reply shows what a missing policy can put at risk on Order A alone

Suppose a team member, before the policy existed, had asked an AI tool to draft a reply to Northline Apparel confirming a revised delivery week, and the AI tool had guessed a week instead of checking the confirmed production plan, understating the delay by one week.

Order A total value: USD 48,000
Weeks of production remaining when the reply was drafted: 4
Understated delay in the AI-drafted reply: 1 week
Value of the order exposed to a broken promise if sent unreviewed: USD 48,000

The whole order's value is at risk from one unreviewed sentence, not because the AI tool is unusually dangerous, but because nothing stood between its guess and a commitment made in Delta Garments' name to Northline Apparel. A single human review step, costing a few minutes, would have caught the wrong week before it was sent.

GOOD: reviewed replyMona checks the drafted weekagainst the confirmed production planWrong week is corrected before sendingBAD: unreviewed replyAI-drafted week is sent as writtenNo one checks it against the planUSD 48,000 order value now rests on a guess
A human review step is cheap compared with a wrong commitment sent in the business's name. The saving is not in avoiding every AI mistake, but in catching one before it is sent.
The method

Write a minimum AI-use policy in five steps

  1. List every AI tool already in use across the business, including tools staff use on their own initiative.
  2. Name which of these tools are approved for work use, and remove or restrict the rest.
  3. Write the information rule: what may never be typed into an AI tool (confirmed prices, unreleased specifications, another buyer's information), and what may.
  4. Require a named person's review before any AI-assisted output that mentions a price, date, quantity or specification is sent outside the business.
  5. Assign one person to own the policy, update it, and answer questions about it.
The trap

A common mistake is assuming no policy is needed because no one officially decided to use AI tools

That assumption feels safe because no manager approved anything, so it feels like no one can be blamed. It becomes expensive the moment an AI-drafted document reaches a buyer or a factory floor with a wrong figure in it, because by then staff have already been using AI tools without a rule for months, and there is no record of what was checked and what was not.

The better rule is simple: write the policy as soon as one person is found using an AI tool for real work, not after something goes wrong.

06In plain words

An AI tool is like a very fast, very confident new assistant who has never seen your order file and does not know what is confidential. Before you let that assistant answer on your behalf, you decide which jobs it may help with, what information it is never shown, and who checks its work before it goes out the door.

Write that down once, in a short policy, and every person in the business can follow the same rule instead of guessing their own.

07Quick check
  • An AI tool is a business decision, not a personal convenience, the first time it touches real order information.
  • A minimum policy names the approved tools, the information rule, and the human-review requirement.
  • A general question with no business information in it usually needs no special rule.
  • Confirmed commercial and technical facts from a buyer's order should never be typed into an AI tool without a clear rule allowing it.
  • The policy needs one named owner, not a shared assumption that someone is responsible.
  • Shadow use — AI already being used without the business knowing — is the sign that a policy is overdue, not a sign that one is unnecessary.
08Workplace scenario

A new merchandising trainee pastes Order A's unreleased specification into a public AI tool to get help writing a summary for Karim

A trainee, three weeks into the merchandising team at Delta Garments, is asked to summarise Order A's latest specification update for Karim's production meeting. To save time, the trainee pastes the full specification, including the unreleased construction detail Northline Apparel has not yet approved for wider circulation, into a public AI tool to get a quick summary.

  • Delta Garments has no written AI-use policy yet; the trainee has not been told any information is off limits to AI tools.
  • The specification update includes a construction change Northline Apparel asked to keep confidential until its own internal approval is complete.
  • The public AI tool's own terms allow it to retain and reuse text it is given, which the trainee has not read.

Should the trainee's summary be used for Karim's meeting as it stands? Decide before opening the answer.

Show decision

No. The summary is not used until the specification is re-summarised without the AI tool, and Mona is told what was entered.

1. The unreleased construction detail is confidential information under the order agreement with Northline Apparel, and pasting it into a public AI tool is very likely a breach of that confidentiality, whether or not the trainee understood this. 2. No policy told the trainee what was off limits, which is the missing control, not an excuse to use the AI-generated summary anyway. The absence of a rule does not make the information any less confidential. 3. Mona must know what was entered so she can judge whether Northline Apparel needs to be told, since the business cannot manage a risk it does not know exists.

The cost of using the AI-generated summary anyway is not only a possible breach of Order A's own confidentiality; it is that the business would have no record of what left its systems, which makes the next mistake just as likely as this one.

09What it costs

An AI-use policy costs almost nothing to write and protects the value already at risk in every order

Order A's fixed total order value is a simple reminder of what one breach or one unreviewed error can put at risk:

15,000 pieces × USD 3.20 per piece = USD 48,000 total FOB value

An AI-use policy itself costs a few hours to write and almost nothing to maintain. What it protects is not only Order A's own USD 48,000, but the trust a buyer places in every future order once one AI-related mistake, large or small, has already happened. A confidentiality breach or a wrong AI-drafted commitment rarely shows up as a single clean number on a cost sheet; it shows up as a buyer asking harder questions on the next order, or asking for it at all.

The cheapest point to prevent that cost is the policy itself, written once, before an AI tool has already been used on real business information.

10Working template

AI governance and risk checklist: record the AI tools in use and the policy rule for each

Use the T18-C05 AI governance and risk checklist workbook. In the AI tool inventory sheet, list every AI tool currently used across the business, who uses it, what kind of information is entered into it, and whether it is approved. Start with Delta Garments' own two AI-drafting uses on Order A, then repeat the exercise for your own business.

[Download the AI governance and risk checklist workbook](../../templates/T18-C05-ai-governance-and-risk-checklist.xlsx)

Download the AI governance and risk checklist (Excel)

11Check yourself

1. Why does Mona's policy allow a general question to an AI tool, such as asking it to explain a fibre property, without requiring review, while requiring review for anything mentioning Order A's price, date or quantity?

2. Order B (3,000 jeans, agreed target FOB USD 9.80 per piece) has 2 weeks of production remaining when an unreviewed AI-drafted reply understates a delay by 1 week and is sent to the buyer. What value does this put at risk on the order?

12Glossary
ENARFRTRMeaning
AI toolأداة ذكاء اصطناعيOutil d'IAYapay zekâ aracıAny software that generates, drafts, summarises, calculates or recommends using artificial intelligence, whether built into another system or used on its own.
AI-use policyسياسة استخدام الذكاء الاصطناعيPolitique d'utilisation de l'IAYapay zekâ kullanım politikasıA business's own written rule for which AI tools staff may use, what information may be given to them, and when a person must review the output.
Confidential informationمعلومات سريةInformation confidentielleGizli bilgiBusiness information a company has agreed, by contract or by its own rule, not to share outside the people who need it to do their job.
Human reviewمراجعة بشريةRévision humaineİnsan incelemesiA named person checking an AI tool's output against the facts before it is acted on or sent to anyone outside the business.
Shadow useاستخدام غير معلنUsage non déclaréGölge kullanımAn AI tool used by staff for real work without the business's knowledge or approval.
13Next

Lesson 5.2: The real risks of an ungoverned AI tool in a factory or buying office

Next you will see, from a buyer's own side, what actually goes wrong when a factory or buying office lets staff use an AI tool with no policy at all. Back to the course map

14Ladder

RecognizeName the three things a minimum AI-use policy must cover.
ConnectSee how a missing policy leaves every AI-use decision to individual judgement.
CompareSeparate a general AI question from one that touches real business information.
DecideChoose whether an unreviewed AI-drafted output should be used as it stands.