Clothing Return Policy Template: Write One With AI and Check It

Coding Liquids tutorial cover featuring Sagnik Bhattacharya for Clothing Return Policy Template: Write One With AI and Check It.
Coding Liquids tutorial cover featuring Sagnik Bhattacharya for Clothing Return Policy Template: Write One With AI and Check It.

To write a clothing return policy with AI, first settle your rules on a one-page decision sheet (window, condition, sale items, refund method, online versus shop), then have AI draft from that sheet only. Before publishing, check consumer-law basics: cancellation rights, faulty goods, refund timing, return postage, worn and hygiene items, and platform rules.

AI cannot know your local consumer law, and a blank template knows nothing about your shop. The order of work protects you from both gaps: decide, draft, check, test, publish and date it. A tidy line such as "all sales final" is the typical result of skipping the middle steps, and it can be unlawful for faulty goods, or for online orders, in some places.

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Start from last month's returns, not a blank template

Pull last month's returns and sort them by reason. Take an illustrative online-and-shop clothing business with 400 orders and 60 returns, at an average order of $70:

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ReasonReturnsShareWhat the policy must do
Wrong size or changed mind, unworn4168%Give a clean rule: window, condition, postage, refund method
Faulty or not as described915%Route to a separate path; these are not "policy" returns
Worn, washed or damaged by the customer610%State the condition test and what you will do
Outside the window47%State the cut-off and when you may use discretion

Two thirds of the returns need only a window and a postage rule. About one in seven is faulty and sits outside your policy, because a legal remedy applies whatever the policy says. And ten returns, about one in six, are disputes (6 worn plus 4 late), which is where wording is tested. If you charge a $5 return label on the 41 change-of-mind returns, the shop recovers $205 a month. Free returns on all 60 would cost $300 in postage. Whether a charge costs you orders is your call; the sums only show what is at stake. To sort your own returns, the tutorial on reading return reasons with AI shows how, and the returns rules tutorial covers turning policy into rules a system applies.

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A decision sheet: fourteen answers only you can give

AI drafts well from decisions and badly from instructions like "write a fair returns policy". Fill in the sheet first. These are illustrative answers for the shop above:

DecisionIllustrative answer
1. Online return window30 days from the day the order is delivered
2. Shop return window14 days from the purchase date, with receipt
3. ConditionUnworn, unwashed, tags attached; trying on is fine; signs of wear may reduce the refund
4. Refund methodOriginal payment method; store credit only if there is no receipt
5. ExchangesFree for another size or colour, subject to stock
6. Sale itemsOnline: same rules as full price. Shop: exchange or store credit, marked on the ticket
7. Return postage, onlineCustomer pays a $5 label for change-of-mind returns; free for faulty or wrong items
8. Online order returned in shopAccepted within the online window; refund to the original payment method
9. Hygiene itemsUnderwear and swimwear: only with the hygiene liner and seal intact
10. Personalised or altered itemsNot returnable unless faulty
11. Faulty or not as describedSeparate path: repair, replace or refund; we pay postage
12. Gift returnsWith gift receipt: exchange or store credit
13. Refund timingWithin 7 days of receiving the return
14. Contact routeReturns form on the site, reply within two working days

Notice how many answers are choices, not facts. Number 7 is a commercial decision that may or may not be allowed where you sell, and number 6 is a goodwill rule that must not swallow faulty goods. The legal checks below test exactly these.

The prompt that drafts from the sheet and audits itself

You are drafting a returns policy for a small clothing business that sells online and in one shop.
Use ONLY the decisions below. Do not add any rule, number, deadline, fee or promise that is not in them.
Write in plain British English, under 450 words, with these headings: Online returns; Shop returns; Exchanges; Sale items; Faulty or not-as-described items; Condition of items; Refunds.

DECISIONS
[paste the fourteen rows of your sheet]

After the policy, add three lists:
1. ADDED BY YOU: every statement in the policy that is not directly in my decisions.
2. CONFLICTS: any two of my decisions that could contradict each other.
3. QUESTIONS FOR A SOLICITOR OR CONSUMER-PROTECTION BODY: the points where local law might override my decisions.

The three lists are the point. "Added by you" catches invention. "Conflicts" catches the clash between, say, a 14-day shop window and a 30-day online one on a shared page. "Questions" turns the AI's uncertainty into a brief for the person who knows the law, instead of a confident sentence you cannot test.

What the first draft got wrong

An illustrative first draft opened well: "We hope you love everything you order. If you don't, you can return unworn items within 30 days for a full refund to your original payment method." Reading it against the sheet found six problems:

  • "Within 30 days" without a start. The sheet says from delivery. A customer who reads "from purchase" will lose days to shipping and will be right to complain.
  • "Full refund". The sheet deducts a $5 label on change-of-mind returns. "Full" contradicts it.
  • "Free returns" in the checkout line. Same conflict, in a place customers read before paying.
  • "Refunds within 24 hours". Not in the sheet. The "Added by you" list caught it.
  • "In accordance with consumer law". A comforting phrase that promises nothing checkable. It came out.
  • "All sale items are final". The sheet allows online sale returns. The draft quietly merged the shop rule into the online section.

The "Questions" list also came back useful: may a return-label fee be deducted from refunds for change-of-mind returns online; may you require tags attached; are shop-only sale restrictions acceptable; and does the checkout need a cancellation function. Those go to the adviser.

The checked policy, as a template to adapt

After the fixes, the draft reads as below. It is illustrative, built on the sheet above, and the square brackets mark checks that are still open with your adviser. Replace every value with your own decisions before using any of it.

Online orders. You can return items within 30 days of the day your order is delivered. Exchanges for another size or colour are free, subject to stock. If you change your mind and would like a refund, return postage is a flat $5 label, deducted from the refund; ask through the returns form and we will send the label. [Open check: is a deduction allowed, and is the wording enough?]

Shop purchases. Bring the item and your receipt within 14 days. We will exchange it or refund the original payment method. Sale items bought in the shop can be exchanged or returned for store credit, as shown on the ticket.

Condition. Please return items unworn and unwashed with the tags attached. Trying on is fine. If an item shows signs of wear, we may reduce the refund and will explain why. [Open check: how a reduction is measured.]

Faulty or not as described. Tell us as soon as you notice. We will repair, replace or refund, and we pay the postage. This policy does not affect your legal rights.

Refunds. Refunds go to the original payment method within 7 days of us receiving your return.

Compare it with the first draft. Every number traces to a row of the sheet, nothing is promised that the sheet does not support, and the faulty-goods paragraph stands on its own so it cannot be read as part of the change-of-mind rules.

Briefing the adviser with the AI's own questions

Because the audit produced a list of questions, use AI once more to turn the sheet and the list into a brief that saves your adviser's time:

Turn my decision sheet and the QUESTIONS list below into a one-page brief for a consumer-law adviser. Include: what we sell, where our customers are (online and in the shop), the decisions in a table, and the questions ordered by how much money or risk is at stake. Do not answer the questions or give legal opinions.

A one-page brief gets a faster and cheaper answer than a forwarded chat. It also forces you to state where your customers are, which is the first thing any adviser will ask, because the answer decides which rules apply.

Three versions from one source

Once the policy is checked, derive the shorter pieces from it, never from memory, so numbers cannot drift:

  • The checkout line (under 40 words): "30-day returns on online orders; free exchanges. Change-of-mind returns pay a $5 label. Items must be unworn with tags. Faulty items are always free to return. Full policy: [link]."
  • The staff script (six lines): ask for the order or receipt, check the date against the right window, check condition against the policy, decide exchange or refund, explain the refund method and timing, log it. Staff apply the policy; they do not improvise exceptions at the till.
  • The chatbot or FAQ answers: copy the exact sentences. A bot paraphrasing a policy is a quiet source of contradictions, so the tutorial on clothing store chatbots keeps policy answers verbatim.

Online and in the shop: where the rules should differ

TopicOnline orderBought in the shopWhy they differ
WindowLonger, counted from deliveryShorter, counted from purchaseThe customer could not see or try the item online
Legal cancellation rightOften a statutory right in distance salesOften none for a change of mindEU consumer pages frame the 14-day right around online, phone and doorstep sales and do not mention shop purchases
PostageWho pays must be stated before purchaseNot applicableIn the EU the buyer pays unless you agree to or fail to tell them
Condition checkMade when the parcel arrives, days later, so you rely on photos and a clear condition testMade at the counter with the customer presentA shop can show the problem on the spot; online you cannot
Refund methodOriginal payment methodOriginal method, or credit without a receiptCredit-only can conflict with online cancellation rules

One edge case needs a sentence of its own: an online order returned to the shop. Decide which window and which refund method apply (the sheet above says the online ones), and write it where both kinds of customer will see it.

Fourteen legal checks to run before you publish

Rules differ by country and sometimes by region, so these are questions to settle with your consumer-protection authority or a solicitor. The EU column shows what I could verify for customers in the EU; for any other market, find the equivalent.

CheckWhat to confirmIf you sell to customers in the EU
1. Cancel-without-reason right for online ordersWhether one exists, its length and its start date14 days; for goods it runs from delivery
2. Who pays return postageThe default, and what you must say before purchaseBuyer pays unless you offer to or fail to tell them; for faulty goods the trader pays
3. Refund deadlineMaximum time, and what is included14 days from notice; includes standard delivery cost; you may wait for the goods or proof of posting
4. Refund methodWhether store credit may replace moneyGenerally the original payment method
5. Faulty goodsRemedies that exist whatever your policy saysAt least a 2-year legal guarantee: free repair or replacement, then a price cut or refund if that fails
6. Trying on versus wearingWhether you may deduct for wear, and howThe buyer may be liable for reduced value from handling beyond what is needed to check the item
7. Tags attachedWhether you may refuse or reduce a refund because a tag was removedAsk an adviser; do not assume
8. Hygiene itemsWhether sealed underwear or swimwear may be excludedSealed goods unsealed after delivery can be excluded for hygiene reasons
9. Made-to-order and personalisedWhether they can be excludedGoods made to the buyer's specification or clearly personalised are excluded
10. Sale and clearance stockWhether "final sale" is allowedThe listed exceptions do not include discounted goods
11. A cancellation function on the siteWhether your site must offer oneFrom 19 June 2026, a "withdraw from contract here" function for distance contracts, confirmed by an acknowledgement; national rollout varies
12. Platform rulesWhat your selling platforms requireSee the platform section below
13. Statements you cannot keep"Free returns", "refund in 24 hours", "full refund"Remove any promise the sheet does not support
14. One version everywhereTerms, FAQ, checkout, emails and bot all matchRun the contradiction check below

The EU column draws on the EU's consumer pages on returns and guarantees and on summaries of the Consumer Rights Directive's articles; the withdrawal-function row rests on law-firm summaries of Directive (EU) 2023/2673, not the official text, and member states have transposed it at different speeds. Treat the whole column as a map for your adviser, not as advice.

Wording for worn, sale and hygiene items

Three clauses show how to say the difficult things plainly. Adapt them to your decisions, then have them checked.

Worn items: "You're welcome to try items on at home. Please return them unworn and unwashed with the tags attached. If an item shows signs of wear, such as marks, perfume or deodorant, we may reduce the refund or send the item back to you, and we'll tell you why with photos."

Sale items: "Online, sale items can be returned on the same terms as full-price items. In our shop, sale items can be exchanged or returned for store credit, and the ticket says so."

Hygiene items: "For hygiene reasons, underwear and swimwear can be returned only with the hygiene liner and seal intact. This is shown on each product page before you buy. It doesn't affect your rights if an item is faulty."

Keep the faulty-goods paragraph next to these clauses, and repeat the reminder in any clause that excludes something, as the hygiene clause does, so nobody reads an exclusion as a waiver of legal remedies. Whether "reduce the refund" is allowed for your market, and how to measure the reduction, belongs on your adviser's list from check 6.

Twelve customer scenarios to run against the draft

Read the finished policy as a customer, then as a member of staff. For each scenario, ask whether the policy alone gives a clear answer:

ScenarioWhat the policy should settle
A dress ordered online, worn to an event, returned on day 12The condition test and what you will do about wear
A sale jumper bought in the shop, returned unworn on day 10 without a receiptExchange or store credit, as stated on the ticket
A coat's fastening breaks after three weeksThe faulty path, never the change-of-mind window
Swimwear returned with the liner removedThe hygiene clause, shown before purchase
Return posted on day 31 of an online orderThe cut-off and the limits of discretion
An online order brought to the shopWhich window and refund method apply
Three sizes ordered, two returnedNormal returns, with postage rules clear
A parcel that arrives damagedThe not-as-described or faulty path and who pays
A customer says the colour differs from the photoNot-as-described, and the product page's accuracy
A gift recipient with a gift receiptExchange or store credit, and for how long
An embroidered item the customer no longer wantsThe personalised-items clause
A seam splits six months after purchaseLegal remedies outside the policy window

Any scenario where two staff would answer differently is a gap in the wording. Fix the policy, then rerun all twelve, because an edit for one can break another. For replying to a customer who is already angry about a return, see the tutorial on responding to a refund demand.

Where the policy must appear, and the contradiction hunt

Platforms now read your policy as well as customers. Shopify's help pages say automated store policies generate text from your store settings, that the templates are informational and not legal advice, and that you are responsible for the accuracy of what you publish. Find the policy under Settings, then Policies, then Written policies. Its return rules let you set windows of 14, 30 or 90 days, unlimited or custom, counted from delivery of each item or of the last item; mark items final sale; set a restocking fee (which is not deducted automatically); and choose free, flat-rate or customer-bought return labels. Your written policy then appears in the checkout footer. The rules and the page must say the same thing.

Google's Merchant Center says a store without a clear return and refund policy can have its account disapproved. The policy should be easy to find (Google's example is a footer link on every page), spell out conditions and time limits, and say the same thing in the footer, on the returns page and in any banners. The return policy set-up page asks for a window in days (or lifetime), a restocking fee choice, return methods and the policy URL, and Google verifies each policy before using it, so the Merchant Center settings and your website must match. Return-policy markup for search is covered in Google's documentation, where settings in Merchant Center or Search Console take precedence over markup on the site.

Then hunt for contradictions. Give AI your return page, terms of sale, FAQ, shipping page and chatbot answers, and ask it to list, not fix:

Below are five pages from my clothing shop's website. List every statement about returns, refunds, exchanges, time limits, postage costs and the condition of items, side by side, with the page each comes from. Flag any two statements that conflict. Do not rewrite anything.

A "30 days" on one page and "14 days" on another is a customer dispute waiting for a date. Fix the source and every page, then note the change in a version log: date, what changed, who approved it, and why. An illustrative log has three rows: "3 Mar: online window changed from 14 to 30 days, approved by the owner, now matches the platform return rule"; "19 Jun: added cancellation function, checked with adviser"; "2 Oct: label fee changed from $4 to $5, courier price rise". Six months later, when a customer asks which terms applied on the day they bought, the log answers it in a minute. For a shop-wide check of AI replies that promise things you never agreed, read the tutorial on catching promises you never made, and for a general refund policy generator that works for any seller, AI refund policy generator and consumer law.

Questions clothing sellers ask about return policies

Can I mark sale items as final sale?

It depends on where you sell and how. Faulty goods keep their legal remedies whatever the label says, and in the EU the listed exceptions to the online cancellation right do not include discounted stock. If you do use final sale, show it before purchase, keep it narrow, and have an adviser confirm it is allowed for your market. Shopify can mark items final sale so customers cannot start a return.

Do I need a different policy for shop and online sales?

Usually the rules differ, even if the page is one. Many places give online buyers a statutory right to cancel that shop customers do not have, so an in-shop window is often your own goodwill policy. Write one page with two clear sections, and state which section applies to an online order returned to the shop.

Is a template from a generator enough?

A template is a starting shape. Shopify says its generated policies are informational, are not legal advice and do not guarantee compliance, and that you are responsible for their accuracy. Your own decisions, local law and every other page of your site decide whether the policy is right. Use the template, then run the checks below.

How often should I review the policy?

Twice a year, and whenever your courier, supplier, platform settings or local rules change. Keep every version with its date, because a customer's rights usually depend on the policy that applied when they bought. Re-run the contradiction check after any edit, since a changed return window must change everywhere at once.

Further reads

Sources: Shopify Help Center (return rules; refund policy templates); Google Merchant Center Help (return policies; missing return policy); Google Search Central (merchant return policy markup); EU consumer pages on returns and guarantees; law-firm summaries of Directive (EU) 2023/2673. Checked 28 October 2026. General information, not legal advice.

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