Consumer & retail
Every claim about the cloth now needs its proof on the page.
Apparel, footwear and accessory brands, D2C labels and the marketplaces they sell through, where sizing, returns and sustainability claims decide the margin. We build the product data, size and fit journeys, claim-checked content and storefronts that sell in India and the EU without saying more than the evidence allows.
Where the rules biteMap of all forty-one industries
What is shifting
Unsold stock can no longer be destroyed in the EU, generic eco claims are banned there, and India’s regulator has named both greenwashing and dark patterns. Each shift names what it demands, with a fact you can check.
It demandsDemand planning, resale and repair journeys that give unsold pieces a second route to a buyer.
SignalArticle 25 of the EU Ecodesign Regulation (EU) 2024/1781 bars large companies from destroying unsold apparel, clothing accessories and footwear from 19 July 2026.
It demandsEnvironmental claims that are specific, evidenced and qualified on the page where they appear.
SignalSince 27 September 2026, Directive (EU) 2024/825 bans generic claims such as “eco-friendly” in the EU unless recognised excellent environmental performance is shown.
It demandsPrices, delivery charges and urgency messages that are honest from the first screen.
SignalThe CCPA’s 2023 guidelines name thirteen dark patterns, from false urgency to drip pricing, and in June 2025 it asked e-commerce platforms to self-audit within three months.
It demandsSize, fit, fabric and origin information complete enough to choose the right item first time.
SignalIndia’s E-Commerce Rules, 2020 require marketplace sellers to show the details a buyer needs before purchase, including the total price and the country of origin.
The rulebook
India’s e-commerce, packaging and advertising rules, and the EU laws on green claims and unsold goods, read for a brand that sells in both. Your legal and sustainability teams keep sign-off.
Frameworks we build to
Frameworks we design and build to — not a claim of certification.
Shapes most of the work
Central Consumer Protection Authority
Generic terms such as green, eco-friendly, natural, organic and sustainable need accurate, accessible qualifiers and substantiation; every environmental claim needs verifiable evidence, which can be disclosed through a QR code or link.
We designEach claim on a tag, page or post links to its evidence, or it does not run.
CCPA · Guidelines for Prevention and Regulation of Greenwashing or Misleading Environmental Claims, 15 October 2024 Official text: CCPA greenwashing guidelines, 2024
Central Consumer Protection Authority
Thirteen named practices, including false urgency, basket sneaking, drip pricing and confirm shaming, are unfair trade practices; platforms were advised on 5 June 2025 to self-audit within three months.
We designSale banners, stock counters and checkout steps are tested against all thirteen before a season goes live.
CCPA · Guidelines for Prevention and Regulation of Dark Patterns, 30 November 2023 · advisory of 5 June 2025 Official text: CCPA dark-patterns guidelines, 2023
Advertising Standards Council of India
Any material connection between a brand and a creator — payment, free products, discounts, trips — is disclosed clearly on the post; the guidelines also cover virtual influencers.
We designCreator briefs carry the disclosure label and the approved claims, and every post is checked before it goes live.
ASCI · Guidelines for Influencer Advertising in Digital Media Official text: ASCI guidelines for influencer advertising
European Union
From 27 September 2026, generic environmental claims are banned unless recognised excellent environmental performance is shown, and sustainability labels must come from a certification scheme or a public authority.
We designClaims become specific statements with their evidence linked; uncertified badges come off the tag and the page.
Directive (EU) 2024/825 · applies from 27 September 2026 Official text: EU directive on empowering consumers for the green transition
Shapes most of the work
Department of Consumer Affairs
Marketplace sellers show the total price with its breakup, return and refund terms, importer details and the country of origin; grievances are acknowledged within 48 hours and resolved within a month.
We designProduct templates hold every required field, so a listing cannot publish half-complete.
Consumer Protection (E-Commerce) Rules, 2020 · G.S.R. 462(E), 23 July 2020 · rules 4(5) and 6(5) Official text: Consumer Protection (E-Commerce) Rules, 2020
Department of Consumer Affairs
Pre-packed goods declare the retail sale price, net quantity, maker or importer and consumer-care details, and online listings must show them; from 1 July 2027, imported products need a searchable, sortable country-of-origin filter.
We designDeclarations live in the product record, so the swing tag, the pack and every listing say the same thing.
LMPC Rules, 2011 · rule 6(10); rule 6(10A) inserted by G.S.R. 312(E), 27 April 2026
European Union
Large companies may not destroy unsold apparel, clothing accessories or footwear from 19 July 2026, medium-sized ones from 19 July 2030; textiles are a priority group for ecodesign rules and the digital product passport.
We designProduct records are structured now for passport data, and unsold stock gets resale, repair or donation routes.
Regulation (EU) 2024/1781 · Article 25 and Annex VII Official text: EU Ecodesign for Sustainable Products Regulation
Often shapes the work
Ministry of Electronics and IT
Consent for each purpose in loyalty, style quizzes and fit profiles, withdrawal as easy as consent, and breach reporting to the Data Protection Board.
We designFit profiles ask only for what improves the suggestion, with consent logged per purpose.
DPDP Act, 2023 · DPDP Rules, 2025 (core obligations from 13 May 2027) Official text: DPDP Act, 2023 and DPDP Rules, 2025
Compiled 3 October 2026. Our reading of typical programmes, not legal advice. Rules change; your counsel confirms how each one applies to you.
Challenges
What comes up first in most fashion & apparel conversations — outside, at the screen, and inside, in the operation.
Fit guidance that matches how each brand actually cuts, so the first order is the one that is kept.
“Organic”, “recycled” and “sustainable” backed by evidence a shopper can open.
Clear return windows, exchange-first journeys and refunds that arrive when promised.
What we build
A typical programme here draws on each discipline in this mix. Every line names what it builds for the industry and links to the capability that does the work.
Season launches, lookbooks and creator programmes with every claim checked before it runs.
Size and fit journeys, product pages and returns flows designed around your own return reasons.
Brand and label systems that stay recognisable from the swing tag to a marketplace thumbnail.
Fast storefronts, one product record feeding every marketplace, and structured data AI assistants can read.
Product copy and imagery generated from the product record, with a claims check on every draft.
Consented CRM, back-in-stock alerts and size-aware recommendations on one customer record.
Programmes
The way in reads your listings, size journeys and claims against the rules and your return data, and ranks the fixes by returns and by risk. Lengths are typical, never promised.
The way in
We read a sample of listings, size journeys and green claims against the rules and your return reasons, then rank the fixes by returns and by risk.
What it hands over
02Project · 8–12 weeks
Size guidance, fit notes and product pages redesigned around how each category is cut, and tested with real shoppers.
MovesSize-related returns
Services: End-to-end UX & UI design · User research & usability testing · Website
Enquire about Size and fit experience03Project · 8–12 weeks
One product record holding fabric, origin, care and claims, feeding your store, every marketplace and the AI assistants shoppers ask.
MovesListing completeness across marketplaces
Services: Content model & headless CMS · System integration · AI search visibility (AEO & GEO)
Enquire about Product record and marketplace syndication04Retainer · Ongoing
Lookbooks, listings and creator content produced from approved claims and brand rules, with a person approving every asset.
MovesShare of assets approved first time
Services: AI content studio set-up · Content production retainer · Brand check
Enquire about Season content with AI and a claims checkHow success is measured
The number we moveReturn rate on online orders
AI, under the rules
Each use case has an owner, an evaluation set and a log; nothing about a product’s material or origin is published that the record cannot prove.
Use case 01
Measured byListings approved without edits
Tested forOWASP LLM09 · Misinformation
Ships only with its evaluation set, its guardrail and an owner
Use case 02
Measured bySize-related returns on assisted orders
Tested forOWASP LLM02 · Sensitive information disclosure
Ships only with its evaluation set, its guardrail and an owner
Use case 03
Measured byColour-related returns on generated imagery
Tested forOWASP LLM05 · Improper output handling
Ships only with its evaluation set, its guardrail and an owner
Work and insights
Anonymised projects from this industry, and what we have written about it. No client is named without written approval.
All work in fashion & apparelA typical programme · composite
A D2C apparel label rebuilt its size guidance from its own return reasons and moved every fabric, origin and sustainability claim into one product record, so its store, its marketplaces and its campaigns publish only what the record can prove.
Anonymised and illustrative: the shape a programme takes, never a named client.
Nothing published on fashion & apparel yet. Ask us what we are seeing in the industry.
Ask usQuestions
Something else on your mind? Ask us directly
Yes: brands selling direct and through marketplaces, and the marketplaces themselves. The work differs — a brand owns its product record, a marketplace owns the rules every seller’s listing must meet — and so do the duties under the E-Commerce Rules.
We map every claim to its evidence and to the rules in each market — the CCPA’s greenwashing guidelines in India, the 2024 green-transition directive in the EU — and prepare what your legal and sustainability teams need to decide. The judgement and the sign-off stay with them.
It can, if generated images flatter fit or colour. We generate only variants of approved photography, check colour against the physical swatch, keep a person approving every image, and watch colour- and fit-related returns afterwards.
If you sell textiles in the EU, structuring your product record for fibre, origin, care and repair data now turns the passport into a publishing step later. The detailed textile requirements arrive by delegated act, so we design the record to absorb them.
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Tell us what you’re building. We’ll answer straight.
01About 2 minutes
You get A reply from a lead, not a sales queue
02About 8 minutesMost useful
You get Options and a first scope after one call
03About 15 minutes
You get Receipt confirmed and a named bid lead
Every engagement starts with a written scope and a quote agreed before work begins. How each package is priced
