https://ai-in-fashion.com/en/The daily briefing on AI in the fashion businessen https://ai-in-fashion.com/en/what-is-ai-in-fashion/https://ai-in-fashion.com/en/what-is-ai-in-fashion/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationFrom design and planning to wholesale, supply chain and e-commerce: what artificial intelligence really does in fashion today, what data it needs and where its limits are. https://ai-in-fashion.com/en/how-to-start-with-ai/https://ai-in-fashion.com/en/how-to-start-with-ai/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationA practical three-month plan for fashion companies: choosing the first use cases, checking the data, running a pilot that proves something and deciding what to scale. https://ai-in-fashion.com/en/ai-strategy-fashion-brands/https://ai-in-fashion.com/en/ai-strategy-fashion-brands/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationAn AI strategy is a set of choices about where AI should change how the business works, what data and skills that requires and how risk is governed. Here is how fashion brands can make those choices. https://ai-in-fashion.com/en/data-strategy-for-ai/https://ai-in-fashion.com/en/data-strategy-for-ai/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationMost fashion AI projects stall on data, not algorithms. Here is which data matters most, what to fix first and how to make product, inventory and sales data ready for AI. https://ai-in-fashion.com/en/ai-roi-fashion/https://ai-in-fashion.com/en/ai-roi-fashion/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationMost companies struggle to prove that AI pays off. A practical framework for fashion: baselines, control groups, the right metrics per use case and the full cost picture. https://ai-in-fashion.com/en/build-vs-buy-ai/https://ai-in-fashion.com/en/build-vs-buy-ai/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationFashion companies can buy AI as software, build it on their own data or develop it with technology partners. When each option makes sense, what the evidence says and how to avoid lock-in. https://ai-in-fashion.com/en/ai-skills-and-teams/https://ai-in-fashion.com/en/ai-skills-and-teams/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationAI changes work in design, merchandising, sales and service. Which skills fashion companies need, how to organise AI teams and how to build AI literacy that sticks. https://ai-in-fashion.com/en/fashion-tech-trends-2026/https://ai-in-fashion.com/en/fashion-tech-trends-2026/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationAI shopping assistants, agentic checkout, virtual try-on and enterprise agents: a sober look at which fashion technology trends are delivering in 2026 and which are still mostly promise. https://ai-in-fashion.com/en/ai-fashion-design/https://ai-in-fashion.com/en/ai-fashion-design/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductGenerative AI has moved into the design studio, but mostly as a fast sketchpad and visualisation tool. Here is where it helps designers, where it falls short and what teams need before they rely on it. https://ai-in-fashion.com/en/ai-product-development/https://ai-in-fashion.com/en/ai-product-development/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductAI is reshaping the steps between a collection brief and the first approved sample: research, concepts, digital prototypes and range decisions. What works, what data it needs and where people stay in charge. https://ai-in-fashion.com/en/ai-trend-forecasting/https://ai-in-fashion.com/en/ai-trend-forecasting/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductAI tools now scan runway images, social media and sales data to spot emerging styles. Here is what the signals can and cannot tell a design or buying team, and why human forecasters still matter. https://ai-in-fashion.com/en/ai-3d-virtual-sampling/https://ai-in-fashion.com/en/ai-3d-virtual-sampling/Wed, 07 Oct 2026 05:00:00 GMTDesign & Product3D garment simulation has been replacing some physical samples for years. AI now speeds up the steps around it. Here is what virtual sampling can really replace, what data it needs and where physical samples still win. https://ai-in-fashion.com/en/ai-fit-and-sizing/https://ai-in-fashion.com/en/ai-fit-and-sizing/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductSize and fit problems drive a large share of fashion returns. AI now powers size recommendations, body measurement and virtual fitting rooms, and its data can flow back into patterns and size charts. https://ai-in-fashion.com/en/ai-colour-and-materials/https://ai-in-fashion.com/en/ai-colour-and-materials/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductFrom AI palette tools to generated prints and AI-assisted fibre research, colour and materials work is changing. A sober look at what is in use, what is still experimental and what data it depends on. https://ai-in-fashion.com/en/ai-design-copyright/https://ai-in-fashion.com/en/ai-design-copyright/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductCourts and copyright offices agree on one point: protection needs a human author. What that means for prints, sketches and garments made with AI tools, and how fashion brands can protect their work. https://ai-in-fashion.com/en/ai-product-data-enrichment/https://ai-in-fashion.com/en/ai-product-data-enrichment/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductWebshops, marketplaces, wholesale partners and AI shopping assistants all depend on complete product data. How AI extracts attributes, writes descriptions and checks records, and where humans stay in the loop. https://ai-in-fashion.com/en/ai-merchandising/https://ai-in-fashion.com/en/ai-merchandising/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingMachine learning now supports forecasting, assortment, pricing and planning decisions in fashion. This guide explains the use cases, the data they depend on and how merchants stay in control. https://ai-in-fashion.com/en/ai-inventory-optimisation/https://ai-in-fashion.com/en/ai-inventory-optimisation/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingFashion stock is perishable: too much ends in markdowns, too little in lost sales. Here is how AI models balance the two, what evidence exists and what they need to work. https://ai-in-fashion.com/en/ai-allocation/https://ai-in-fashion.com/en/ai-allocation/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingAllocation decides where stock goes first; replenishment decides what follows. AI makes both decisions at size and location level. Here is how it works, what it needs and where it struggles. https://ai-in-fashion.com/en/ai-size-curve-optimisation/https://ai-in-fashion.com/en/ai-size-curve-optimisation/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingBuying the wrong mix of sizes leaves fringe sizes on the rail and core sizes sold out. Here is how AI estimates true size demand, why stockouts mislead the data and what to watch for. https://ai-in-fashion.com/en/ai-range-planning/https://ai-in-fashion.com/en/ai-range-planning/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingRange planning decides how many styles, at which prices and in what depth a collection should have. AI can forecast new items and test scenarios, but the creative and strategic call stays human. https://ai-in-fashion.com/en/ai-demand-sensing/https://ai-in-fashion.com/en/ai-demand-sensing/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingDemand sensing updates short-term forecasts with the latest sales and external signals. In fashion it mainly improves in-season decisions: replenishment, transfers and markdowns. https://ai-in-fashion.com/en/sell-out-data/https://ai-in-fashion.com/en/sell-out-data/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingBrands that sell through retailers see what they ship, not what consumers buy. Sell-out data closes that gap, and without it most AI forecasting for wholesale works half blind. https://ai-in-fashion.com/en/ai-open-to-buy/https://ai-in-fashion.com/en/ai-open-to-buy/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingOpen-to-buy tells buyers how much they can still spend without breaking sales and stock targets. AI can keep that number current and more realistic, provided the plan behind it is sound. https://ai-in-fashion.com/en/ai-b2b-wholesale/https://ai-in-fashion.com/en/ai-b2b-wholesale/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BWhere artificial intelligence creates real value between brands and retail partners, what data it needs, how buyers already use it and where the limits are. https://ai-in-fashion.com/en/ai-ready-wholesale/https://ai-in-fashion.com/en/ai-ready-wholesale/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BAI readiness in fashion wholesale is less about algorithms than about structured product, order and partner data, clear ownership and processes that capture why buyers decide. https://ai-in-fashion.com/en/ai-reorder-prediction/https://ai-in-fashion.com/en/ai-reorder-prediction/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BRe-orders cover styles that have already proven themselves. AI can suggest or trigger them before a retail partner runs out, if sell-out and stock data are shared. https://ai-in-fashion.com/en/ai-for-sales-reps/https://ai-in-fashion.com/en/ai-for-sales-reps/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BFrom account briefings to appointment notes and re-order nudges: what AI can take off a wholesale rep's desk, what buyers still expect from a person, and the risks. https://ai-in-fashion.com/en/ai-digital-showroom/https://ai-in-fashion.com/en/ai-digital-showroom/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BDigital showrooms moved collections onto screens. AI adds personalised pre-selections, natural-language search, generated imagery and behavioural insight, with new limits to manage. https://ai-in-fashion.com/en/ai-b2b-customer-segmentation/https://ai-in-fashion.com/en/ai-b2b-customer-segmentation/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BStatic A, B and C tiers miss how retail partners actually behave. AI segmentation groups accounts by buying patterns and potential, if the data and governance are right. https://ai-in-fashion.com/en/ai-order-capture/https://ai-in-fashion.com/en/ai-order-capture/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BMany wholesale orders still arrive as attachments that someone retypes. AI can read and structure them, but size grids, product matching and validation decide whether it works. https://ai-in-fashion.com/en/ai-b2b-assistants/https://ai-in-fashion.com/en/ai-b2b-assistants/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BAssistants that answer questions on availability, order status and terms are arriving in B2B portals. What they can do, what they must be connected to and where caution is needed. https://ai-in-fashion.com/en/ai-ecommerce-personalization/https://ai-in-fashion.com/en/ai-ecommerce-personalization/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingRecommendations, ranked listings, size advice and conversational assistants all rely on the same thing: clean customer and product data. A practical guide to what works, what it costs and where the limits are. https://ai-in-fashion.com/en/ai-fashion-marketing/https://ai-in-fashion.com/en/ai-fashion-marketing/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingGenerative AI has cut the time and cost of campaign content for some retailers, but brand control, rights and disclosure rules decide whether it works. A guide to the main uses and their limits. https://ai-in-fashion.com/en/ai-virtual-try-on/https://ai-in-fashion.com/en/ai-virtual-try-on/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingGenerative AI can now show a garment on a photo of the shopper. That helps with style decisions, but fit and size are a different problem. What the technology does, what it needs and what the evidence says. https://ai-in-fashion.com/en/ai-generated-models/https://ai-in-fashion.com/en/ai-generated-models/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingDigital twins and fully synthetic models promise faster, cheaper imagery. Consent, pay, disclosure and audience trust now shape how brands can use them, and new rules in New York and the EU raise the bar. https://ai-in-fashion.com/en/ai-search-discovery/https://ai-in-fashion.com/en/ai-search-discovery/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingShoppers now describe what they want to chatbots and AI search engines instead of typing keywords. How conversational shopping works, what the early evidence shows and what it means for fashion brands and retailers. https://ai-in-fashion.com/en/ai-customer-service/https://ai-in-fashion.com/en/ai-customer-service/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingAI chatbots and agent assistants can answer order, return and sizing questions around the clock. Customers still want a human when it matters, and companies stay liable for what their bots say. https://ai-in-fashion.com/en/geo-for-fashion-brands/https://ai-in-fashion.com/en/geo-for-fashion-brands/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingGenerative engine optimisation aims to make a brand's products and content visible in AI-generated answers. What the research and the platforms actually say, and what fashion brands can do now. https://ai-in-fashion.com/en/ai-in-retail-stores/https://ai-in-fashion.com/en/ai-in-retail-stores/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingFrom associate assistants and clienteling to computer vision for stock and checkout, AI is moving onto the shop floor. What works, what it requires and where privacy law draws hard lines. https://ai-in-fashion.com/en/ai-supply-chain/https://ai-in-fashion.com/en/ai-supply-chain/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityFrom demand planning to warehouse robots and supplier monitoring: where AI already works in fashion supply chains, what data it needs and where its limits are. https://ai-in-fashion.com/en/ai-sustainability/https://ai-in-fashion.com/en/ai-sustainability/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityAI can help fashion make fewer unwanted products and manage new EU rules, but it also uses energy and cannot fix a business model on its own. A sober look at both sides. https://ai-in-fashion.com/en/ai-quality-control/https://ai-in-fashion.com/en/ai-quality-control/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityComputer vision is moving textile inspection from the human eye to cameras and models. How it works, where it is used, and why data and defect definitions matter most. https://ai-in-fashion.com/en/ai-textile-sorting-recycling/https://ai-in-fashion.com/en/ai-textile-sorting-recycling/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityRecycling clothes into new fibres needs precise sorting by material and colour. Sensors and machine learning make that possible at scale, but capacity and economics are still limiting. https://ai-in-fashion.com/en/ai-digital-product-passport/https://ai-in-fashion.com/en/ai-digital-product-passport/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityThe EU Digital Product Passport turns product data into a regulated deliverable. AI can help collect, check and structure that data, but it cannot invent what suppliers never recorded. https://ai-in-fashion.com/en/ai-supplier-risk/https://ai-in-fashion.com/en/ai-supplier-risk/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityForced labour rules and due diligence laws push fashion companies to know their suppliers better. AI can scan documents and signals at scale, but it cannot replace audits and engagement. https://ai-in-fashion.com/en/eu-ai-act-fashion/https://ai-in-fashion.com/en/eu-ai-act-fashion/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationThe EU AI Act is in force, and the Digital Omnibus has moved the high-risk deadlines. What already applies to fashion brands and retailers, what comes next and where the real exposure lies. https://ai-in-fashion.com/en/ai-bias-fashion/https://ai-in-fashion.com/en/ai-bias-fashion/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationFrom virtual models to size recommendations, fashion AI can reproduce narrow beauty norms. Where bias comes from, what research shows and how brands can test their systems. https://ai-in-fashion.com/en/zalando-ai-case-study/https://ai-in-fashion.com/en/zalando-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingZalando has put AI into search, discovery and fit. What it built, how the data and models fit together, which results it has published and what remains unproven. https://ai-in-fashion.com/en/hm-ai-case-study/https://ai-in-fashion.com/en/hm-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingH&M has applied analytics and AI to buying quantities, store allocation and pricing since 2018, and to campaign imagery since 2025. What is documented, and what it has not disclosed. https://ai-in-fashion.com/en/inditex-ai-case-study/https://ai-in-fashion.com/en/inditex-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityInditex's edge rests on item-level RFID data, integrated stock and production close to home. Where AI now enters, what results are public and what remains undisclosed. https://ai-in-fashion.com/en/nike-ai-case-study/https://ai-in-fashion.com/en/nike-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingFrom demand sensing for its own channels to AI-generated footwear concepts and an AI shopping beta, what Nike has built, what it has disclosed and what changed under new leadership. https://ai-in-fashion.com/en/adidas-ai-case-study/https://ai-in-fashion.com/en/adidas-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTCommerce & Marketingadidas has documented AI in footwear concepting, software engineering, review analysis and personalised campaigns. What it built, what results it reports and what it has not disclosed about planning. https://ai-in-fashion.com/en/levis-ai-case-study/https://ai-in-fashion.com/en/levis-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationLevi Strauss & Co. trained its own staff in machine learning, stumbled with AI models in 2023 and is now rolling out agents for employees and shoppers. What the programme shows. https://ai-in-fashion.com/en/ralph-lauren-ai-case-study/https://ai-in-fashion.com/en/ralph-lauren-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingRalph Lauren launched Ask Ralph, a conversational styling assistant built on Microsoft Azure OpenAI, in its US app in September 2025. What it does, what has been disclosed and what remains open. https://ai-in-fashion.com/en/mango-ai-case-study/https://ai-in-fashion.com/en/mango-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductMango has built more than 15 machine learning platforms since 2018, from the internal Lisa tool to AI-generated campaign models and the Mango Stylist assistant. What is documented and what is not. https://ai-in-fashion.com/en/stitch-fix-ai-case-study/https://ai-in-fashion.com/en/stitch-fix-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingStitch Fix pairs recommendation algorithms with about 1,700 part-time stylists, and has added generative AI tools such as Vision. How the hybrid model works and what the numbers show. https://ai-in-fashion.com/en/uniqlo-ai-case-study/https://ai-in-fashion.com/en/uniqlo-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityFast Retailing's Ariake Project aims to make and sell exactly what customers want, when they want it. How AI, shared data and automated warehouses fit in, and what the group has disclosed. https://ai-in-fashion.com/en/shein-ai-case-study/https://ai-in-fashion.com/en/shein-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationShein says it orders new designs in batches of 100 to 200 pieces and scales them on demand signals. How the data-driven model works, what is claimed, and why regulators and designers criticise it. https://ai-in-fashion.com/en/kering-ai-case-study/https://ai-in-fashion.com/en/kering-ai-case-study/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingFrom Gucci's generative AI pilot in client service to the Madeline shopping assistant and an AI-powered unified client base announced in 2026: what Kering has built and disclosed. https://ai-in-fashion.com/en/ai-fashion-monthly-review-september-2026/https://ai-in-fashion.com/en/ai-fashion-monthly-review-september-2026/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationMeta's Muse agent, Amazon's block, Shopify's agent checkout, AI replenishment at Macy's and Zalando's AI imagery: the verified AI news for fashion from September 2026. https://ai-in-fashion.com/en/ai-for-fashion-buyers/https://ai-in-fashion.com/en/ai-for-fashion-buyers/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingWhere AI already helps fashion buyers with trend scanning, line reviews, quantities and re-orders, what data it needs, what stays a human judgement and a 30-day plan to start. https://ai-in-fashion.com/en/ai-for-merchandisers/https://ai-in-fashion.com/en/ai-for-merchandisers/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingHow AI supports merchandise financial planning, forecasting, allocation, replenishment and markdowns in fashion, what data it needs, what planners still decide and how to start. https://ai-in-fashion.com/en/ai-for-fashion-designers/https://ai-in-fashion.com/en/ai-for-fashion-designers/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductHow fashion designers use generative AI for research, moodboards, colour, prints and early concepts, where it falls short on construction and fit, and what copyright and labelling rules mean. https://ai-in-fashion.com/en/ai-for-wholesale-sales-teams/https://ai-in-fashion.com/en/ai-for-wholesale-sales-teams/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BHow AI helps fashion wholesale reps and key account managers prepare appointments, build retailer assortments, read sell-out data and handle re-orders, plus what buyers still expect from people. https://ai-in-fashion.com/en/ai-for-ecommerce-managers/https://ai-in-fashion.com/en/ai-for-ecommerce-managers/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingWhere AI helps fashion e-commerce managers with search, personalisation, product content, size advice, service and merchandising, what data it needs, legal duties and a 30-day starting plan. https://ai-in-fashion.com/en/ai-for-fashion-cfos/https://ai-in-fashion.com/en/ai-for-fashion-cfos/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationWhere AI creates measurable value in a fashion business, what finance teams can use it for, why many AI projects fail to pay back and how CFOs can govern AI spending and risk. https://ai-in-fashion.com/en/ai-for-fashion-it-leaders/https://ai-in-fashion.com/en/ai-for-fashion-it-leaders/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationWhat fashion CIOs and IT leaders need to get right for AI: product and sales data foundations, integration architecture, build or buy, security, EU AI Act duties and governance frameworks. https://ai-in-fashion.com/en/ai-for-sourcing-supply-chain-managers/https://ai-in-fashion.com/en/ai-for-sourcing-supply-chain-managers/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityHow fashion sourcing and supply chain managers use AI for demand and production planning, cost and tariff scenarios, supplier risk, compliance and quality, with data needs, limits and a 30-day plan. https://ai-in-fashion.com/en/ai-in-luxury-fashion/https://ai-in-fashion.com/en/ai-in-luxury-fashion/Wed, 07 Oct 2026 05:00:00 GMTStrategy, Data & RegulationLuxury houses sell scarcity, service and story. AI can strengthen all three, but only if brands keep control of voice, data and the human relationship at the moments that matter. https://ai-in-fashion.com/en/ai-in-sportswear/https://ai-in-fashion.com/en/ai-in-sportswear/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingSportswear brands combine technical product, athlete storytelling and huge launch volumes. AI helps in design, content and demand, but performance claims and athlete data raise the bar. https://ai-in-fashion.com/en/ai-in-fast-fashion/https://ai-in-fashion.com/en/ai-in-fast-fashion/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingFast fashion lives on reading demand early and reacting fast. AI sharpens both, but it can also accelerate volume, and new EU rules make unsold stock more costly. https://ai-in-fashion.com/en/ai-in-footwear/https://ai-in-fashion.com/en/ai-in-footwear/Wed, 07 Oct 2026 05:00:00 GMTDesign & ProductIn footwear, a few millimetres decide whether a sale sticks. AI helps with foot scanning, size advice and design iteration, but only on top of accurate last and product data. https://ai-in-fashion.com/en/ai-in-denim/https://ai-in-fashion.com/en/ai-in-denim/Wed, 07 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityDenim's look is made in finishing, traditionally with water, chemicals and manual abrasion. Digital design and laser finishing, increasingly guided by AI, change that, but the evidence base is still thin. https://ai-in-fashion.com/en/ai-in-resale-second-hand/https://ai-in-fashion.com/en/ai-in-resale-second-hand/Wed, 07 Oct 2026 05:00:00 GMTCommerce & MarketingEvery second-hand item is a unique product that must be identified, checked, priced and described. That makes AI more central to resale economics than to almost any other fashion segment. https://ai-in-fashion.com/en/ai-in-mid-market-brands/https://ai-in-fashion.com/en/ai-in-mid-market-brands/Wed, 07 Oct 2026 05:00:00 GMTWholesale & B2BMid-market brands that sell mainly through retail partners have less data and smaller teams than the giants. AI still pays off, if it targets order-taking, product data and sell-through insight. https://ai-in-fashion.com/en/ai-in-childrenswear-and-basics/https://ai-in-fashion.com/en/ai-in-childrenswear-and-basics/Wed, 07 Oct 2026 05:00:00 GMTMerchandising & BuyingBasics and childrenswear sell steadily, in many sizes, at thin margins. That makes them ideal for AI forecasting and replenishment, and sensitive when the customer is a child. https://ai-in-fashion.com/en/what-is-fashion-wholesale/https://ai-in-fashion.com/en/what-is-fashion-wholesale/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BWholesale is the business of selling a collection to other businesses before the consumer ever sees it. Here is how the model works, who buys, and why it still anchors many fashion brands. https://ai-in-fashion.com/en/pre-order-vs-re-order/https://ai-in-fashion.com/en/pre-order-vs-re-order/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BPre-orders set the shape of a season; re-orders react to how it is actually selling. Understanding both is essential for planning stock, cash and production. https://ai-in-fashion.com/en/how-a-wholesale-season-works/https://ai-in-fashion.com/en/how-a-wholesale-season-works/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BA fashion wholesale season is a long chain of dependent steps. This guide walks through each stage, who is involved and where things typically go wrong. https://ai-in-fashion.com/en/what-is-sell-in/https://ai-in-fashion.com/en/what-is-sell-in/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BSell-in tells a brand what retailers bought. Sell-through tells it what consumers actually took home. Reading the two together reveals the true health of a wholesale business. https://ai-in-fashion.com/en/what-is-replenishment-in-fashion/https://ai-in-fashion.com/en/what-is-replenishment-in-fashion/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BNever-out-of-stock programmes keep core products permanently available to retailers. They look simple from the shop floor, but depend on disciplined planning, stock and data. https://ai-in-fashion.com/en/b2b-portal-checklist/https://ai-in-fashion.com/en/b2b-portal-checklist/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BA B2B ordering portal should make it easier for retailers to buy than to pick up the phone. This checklist covers the features and foundations that make the difference. https://ai-in-fashion.com/en/digital-showroom-explained/https://ai-in-fashion.com/en/digital-showroom-explained/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BA digital showroom presents a collection to buyers on screen instead of on a rail. It can widen reach and speed up decisions, but it does not replace every physical appointment. https://ai-in-fashion.com/en/sales-apps-for-field-reps/https://ai-in-fashion.com/en/sales-apps-for-field-reps/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BField reps sell in stockrooms, trade fair stands and hotel suites, often with poor connectivity. A sales app has to work there first, and look good second. https://ai-in-fashion.com/en/trade-fairs-in-a-digital-world/https://ai-in-fashion.com/en/trade-fairs-in-a-digital-world/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BDigital tools now handle much of what fairs once did, from presenting collections to writing orders. Yet the fair floor still does jobs that a screen struggles to replicate. https://ai-in-fashion.com/en/order-minimums-and-terms/https://ai-in-fashion.com/en/order-minimums-and-terms/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BThe commercial terms behind a wholesale order shape cash flow, risk and the relationship on both sides. Here is how minimums, payment terms and delivery windows work in fashion. https://ai-in-fashion.com/en/key-account-management-fashion/https://ai-in-fashion.com/en/key-account-management-fashion/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BA handful of large retail partners often drive a disproportionate share of a brand's wholesale business. Managing them well takes structure, data and senior attention. https://ai-in-fashion.com/en/wholesale-kpis/https://ai-in-fashion.com/en/wholesale-kpis/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BWholesale teams can measure almost anything. The useful KPIs are the ones that explain revenue quality, account health and execution, and that lead to a decision. https://ai-in-fashion.com/en/erp-in-fashion/https://ai-in-fashion.com/en/erp-in-fashion/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationEvery wholesale order, invoice and delivery ends up in the ERP. Here is what it does in a fashion business, where it struggles, and how to keep it healthy. https://ai-in-fashion.com/en/plm-explained/https://ai-in-fashion.com/en/plm-explained/Tue, 06 Oct 2026 05:00:00 GMTDesign & ProductProduct lifecycle management is where a collection is designed, specified, costed and sampled. Here is what PLM does, who uses it and what to expect from it. https://ai-in-fashion.com/en/pim-explained/https://ai-in-fashion.com/en/pim-explained/Tue, 06 Oct 2026 05:00:00 GMTDesign & ProductA product information management system holds the content that sells: descriptions, attributes, images and translations. Here is why it matters for every channel, wholesale included. https://ai-in-fashion.com/en/plm-pim-erp-differences/https://ai-in-fashion.com/en/plm-pim-erp-differences/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationThree acronyms, three different jobs. A clear split of data ownership between PLM, PIM and ERP prevents duplicate work, conflicting records and late collections. https://ai-in-fashion.com/en/headless-commerce-fashion/https://ai-in-fashion.com/en/headless-commerce-fashion/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationHeadless commerce separates what shoppers and buyers see from the engine that runs prices, carts and orders. Here is what that means, when it helps and what it costs. https://ai-in-fashion.com/en/api-integrations-wholesale/https://ai-in-fashion.com/en/api-integrations-wholesale/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationOrders, product data, stock and invoices flow between brands and retailers through three main routes. A practical guide to choosing and running each one. https://ai-in-fashion.com/en/edi-in-fashion/https://ai-in-fashion.com/en/edi-in-fashion/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationElectronic data interchange has connected brands and retailers for decades. Here is how EDI works in fashion wholesale, which messages matter and how to get onboarded smoothly. https://ai-in-fashion.com/en/build-vs-buy-fashion-software/https://ai-in-fashion.com/en/build-vs-buy-fashion-software/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationCustom software promises a perfect fit, standard software promises speed and lower risk. A practical framework for deciding which path suits each part of a fashion business. https://ai-in-fashion.com/en/fashion-tech-stack-mid-size-brand/https://ai-in-fashion.com/en/fashion-tech-stack-mid-size-brand/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationFrom product development to wholesale ordering and finance, a mid-sized fashion brand needs a connected set of systems. A layer-by-layer guide to what belongs where. https://ai-in-fashion.com/en/data-quality-product-master-data/https://ai-in-fashion.com/en/data-quality-product-master-data/Tue, 06 Oct 2026 05:00:00 GMTDesign & ProductStyle numbers, colour codes, size scales and identifiers decide whether showrooms, portals, feeds and invoices work. A practical guide to getting product master data right. https://ai-in-fashion.com/en/marketplaces-for-brands/https://ai-in-fashion.com/en/marketplaces-for-brands/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationOnline marketplaces offer reach, but each model changes who controls price, stock and brand presentation. Here is how the main models work and what brands should weigh. https://ai-in-fashion.com/en/software-selection-rfp/https://ai-in-fashion.com/en/software-selection-rfp/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationA structured selection process finds the right system and protects the selling calendar. A step-by-step guide for fashion businesses running a request for proposal. https://ai-in-fashion.com/en/ai-in-fashion-wholesale-overview/https://ai-in-fashion.com/en/ai-in-fashion-wholesale-overview/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BAI is already useful in wholesale, but mostly in narrow, data-rich tasks. A sober map of where it helps sales, buying and operations, and where human judgement still decides. https://ai-in-fashion.com/en/ai-demand-forecasting/https://ai-in-fashion.com/en/ai-demand-forecasting/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingMachine learning can improve fashion forecasts for carry-over lines and replenishment, but new styles, short seasons and trend shifts remain hard. What leaders should expect, and what not to. https://ai-in-fashion.com/en/ai-agents-explained/https://ai-in-fashion.com/en/ai-agents-explained/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationAI agents can plan steps and use tools rather than just answer questions. What that means in practice for fashion companies, which tasks suit them and which controls must come first. https://ai-in-fashion.com/en/ai-assortment-planning/https://ai-in-fashion.com/en/ai-assortment-planning/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingAI can sharpen depth, breadth and size decisions in assortment planning. The risk is a range that drifts towards safe averages. How to use the tools while keeping the brand's point of view. https://ai-in-fashion.com/en/ai-product-content/https://ai-in-fashion.com/en/ai-product-content/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingGenerative AI can draft product copy, translations and attributes at scale. Without a quality process it also produces errors, bland text and compliance risks. A checklist for content teams. https://ai-in-fashion.com/en/ai-sales-recommendations/https://ai-in-fashion.com/en/ai-sales-recommendations/Tue, 06 Oct 2026 05:00:00 GMTWholesale & B2BRecommendation engines are moving from simple co-purchase lists to account-specific suggestions for sales reps and buyers. How the main approaches work and what makes them trusted in fashion wholesale. https://ai-in-fashion.com/en/ai-readiness-data/https://ai-in-fashion.com/en/ai-readiness-data/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationMost AI projects in fashion stall on data, not algorithms. A practical readiness check across product, customer, order and stock data, with the fixes that matter most. https://ai-in-fashion.com/en/ai-pricing-markdowns/https://ai-in-fashion.com/en/ai-pricing-markdowns/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingMarkdown optimisation uses demand models to decide when and how deeply to discount. How it works, what it needs, and why brand and wholesale relationships must set its limits. https://ai-in-fashion.com/en/generative-ai-design/https://ai-in-fashion.com/en/generative-ai-design/Tue, 06 Oct 2026 05:00:00 GMTDesign & ProductImage generators can produce mood boards and print ideas in seconds. Whether they improve design depends on where they sit in the process, and on how brands handle originality and rights. https://ai-in-fashion.com/en/ai-governance-fashion/https://ai-in-fashion.com/en/ai-governance-fashion/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationStaff are already using AI tools, with or without a policy. A lean governance framework for fashion companies: what to allow, what to control, and who decides. https://ai-in-fashion.com/en/ai-visual-search/https://ai-in-fashion.com/en/ai-visual-search/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingImage recognition lets shoppers and buyers search by picture and helps brands tag products automatically. How the technology works, where it performs well and what it depends on. https://ai-in-fashion.com/en/ai-glossary-for-buyers/https://ai-in-fashion.com/en/ai-glossary-for-buyers/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingSuppliers, brands and internal teams increasingly talk about models, agents and embeddings. A practical glossary for fashion buyers, with what each term means for buying decisions. https://ai-in-fashion.com/en/omnichannel-explained/https://ai-in-fashion.com/en/omnichannel-explained/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingOmnichannel is not a website plus stores. It is a set of shared data, stock, processes and incentives that let customers move freely between channels. https://ai-in-fashion.com/en/independent-retail-guide/https://ai-in-fashion.com/en/independent-retail-guide/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingIndependent boutiques buy with tight budgets and small teams. Brands that make buying easy, share risk in season and protect full-price selling keep them. https://ai-in-fashion.com/en/open-to-buy-explained/https://ai-in-fashion.com/en/open-to-buy-explained/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingOpen-to-buy tells a buyer how much stock can still be purchased without breaking the plan. Here is how it is calculated, used and commonly misused. https://ai-in-fashion.com/en/concession-vs-wholesale/https://ai-in-fashion.com/en/concession-vs-wholesale/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingWho owns the stock, sets the price and carries the markdown risk depends on the commercial model. How wholesale, consignment and concessions differ. https://ai-in-fashion.com/en/inventory-visibility/https://ai-in-fashion.com/en/inventory-visibility/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingStock that cannot be seen cannot be sold. What inventory visibility means, which stock states to track and how to build it step by step. https://ai-in-fashion.com/en/store-of-the-future/https://ai-in-fashion.com/en/store-of-the-future/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingStores are no longer just places that hold stock. They are showrooms, service centres, fulfilment hubs and return points, and must be measured that way. https://ai-in-fashion.com/en/department-stores-model/https://ai-in-fashion.com/en/department-stores-model/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingDepartment stores are part merchant, part landlord. How their model makes money, why it came under pressure and what brands should ask of them now. https://ai-in-fashion.com/en/retail-buying-calendar/https://ai-in-fashion.com/en/retail-buying-calendar/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingFashion buyers work across several seasons at once. How the buying year is structured, what happens at each stage and how the calendar is shifting. https://ai-in-fashion.com/en/clienteling/https://ai-in-fashion.com/en/clienteling/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingClienteling turns store associates into relationship managers. What it is, what a programme needs, and how to introduce it without the common pitfalls. https://ai-in-fashion.com/en/returns-in-fashion/https://ai-in-fashion.com/en/returns-in-fashion/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingReturns hit fashion harder than almost any other online category. Where the real costs arise, why they distort data, and what retailers and brands can do. https://ai-in-fashion.com/en/drop-shipping-endless-aisle/https://ai-in-fashion.com/en/drop-shipping-endless-aisle/Tue, 06 Oct 2026 05:00:00 GMTCommerce & MarketingRetailers want wider ranges without more stock; brands want more sales from the stock they hold. How endless aisle and drop shipping connect the two. https://ai-in-fashion.com/en/retail-metrics/https://ai-in-fashion.com/en/retail-metrics/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingThree metrics answer most questions about how fashion stock is performing. How to calculate sell-through, GMROI and weeks of cover, and read them together. https://ai-in-fashion.com/en/fashion-business-models/https://ai-in-fashion.com/en/fashion-business-models/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationWholesale, direct-to-consumer, licensing, private label and more: how each fashion business model makes money, where the risk sits and why most brands run several at once. https://ai-in-fashion.com/en/dtc-vs-wholesale/https://ai-in-fashion.com/en/dtc-vs-wholesale/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationThe promise of DTC was higher margin and direct customer data. The reality includes acquisition costs, inventory risk and returns. Why the smart answer is usually a deliberate balance. https://ai-in-fashion.com/en/fashion-margins/https://ai-in-fashion.com/en/fashion-margins/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingFrom the factory cost to the price on the swing tag: how landed cost, wholesale markup and retail markup combine, and why markdowns decide what margin is really earned. https://ai-in-fashion.com/en/seasonality-cash-flow/https://ai-in-fashion.com/en/seasonality-cash-flow/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationFashion brands pay for fabric months before they are paid for garments. How the seasonal cash cycle works, where the pressure points are and how finance teams manage them. https://ai-in-fashion.com/en/international-expansion-wholesale/https://ai-in-fashion.com/en/international-expansion-wholesale/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationWholesale is often the lowest-risk route into new markets. A practical guide to choosing markets, structuring sales, pricing across currencies and supporting retailers abroad. https://ai-in-fashion.com/en/agents-and-distributors/https://ai-in-fashion.com/en/agents-and-distributors/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationCommission agents, distributors and multi-brand showrooms all open doors for fashion brands in foreign markets. How each model works, what it costs and what to put in the contract. https://ai-in-fashion.com/en/pricing-architecture/https://ai-in-fashion.com/en/pricing-architecture/Tue, 06 Oct 2026 05:00:00 GMTMerchandising & BuyingHow fashion brands structure price points, wholesale prices, recommended retail prices and currency lists into one coherent system that retailers trust and finance can defend. https://ai-in-fashion.com/en/lead-times-supply-chain/https://ai-in-fashion.com/en/lead-times-supply-chain/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityFrom trend research to delivery in store, a traditional fashion season takes many months to build. Where the time goes, what drives it and how brands compress it. https://ai-in-fashion.com/en/nearshoring-fashion/https://ai-in-fashion.com/en/nearshoring-fashion/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityMoving production closer to end markets promises speed, flexibility and resilience. It also raises unit costs and narrows capability. How to decide what to bring closer and what to leave. https://ai-in-fashion.com/en/fashion-brand-valuation/https://ai-in-fashion.com/en/fashion-brand-valuation/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationBrand heat is not enough. Investors and acquirers examine margin quality, channel mix, customer data, inventory discipline and scalability. A clear guide to how fashion businesses are assessed. https://ai-in-fashion.com/en/digital-transformation-roadmap/https://ai-in-fashion.com/en/digital-transformation-roadmap/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationDigital transformation fails when it starts with tools. A phased, practical roadmap for established fashion brands, starting with data and processes and sequenced around the season. https://ai-in-fashion.com/en/change-management-sales-teams/https://ai-in-fashion.com/en/change-management-sales-teams/Tue, 06 Oct 2026 05:00:00 GMTStrategy, Data & RegulationSales teams can make or break a new digital process. How to involve them early, show what is in it for them, protect selling time and turn sceptics into advocates. https://ai-in-fashion.com/en/digital-product-passport-explained/https://ai-in-fashion.com/en/digital-product-passport-explained/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityThe EU is building a digital identity for products sold in its market. Here is what the passport will mean for apparel, what is still open and how brands can prepare their data now. https://ai-in-fashion.com/en/espr-explained/https://ai-in-fashion.com/en/espr-explained/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityThe Ecodesign for Sustainable Products Regulation extends EU product design rules to clothing and footwear. What it requires, what is already in force and what is still being drafted. https://ai-in-fashion.com/en/epr-textiles/https://ai-in-fashion.com/en/epr-textiles/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityThe revised EU Waste Framework Directive makes producers pay for the collection, sorting and recycling of used clothing and footwear. Who counts as a producer, what it costs and when it starts. https://ai-in-fashion.com/en/overproduction/https://ai-in-fashion.com/en/overproduction/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityMaking more than can be sold at full price is built into how fashion plans, buys and produces. Why it happens, why regulation now raises the stakes and which levers actually work. https://ai-in-fashion.com/en/traceability-supply-chain/https://ai-in-fashion.com/en/traceability-supply-chain/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityRegulators, retailers and consumers increasingly ask where clothes come from. A practical guide to mapping suppliers, collecting data and building traceability step by step. https://ai-in-fashion.com/en/green-claims/https://ai-in-fashion.com/en/green-claims/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityFrom 27 September 2026, new EU consumer rules ban vague environmental claims and unreliable labels. What changes for fashion marketing, product pages and wholesale copy. https://ai-in-fashion.com/en/resale-and-recommerce/https://ai-in-fashion.com/en/resale-and-recommerce/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilitySecond-hand fashion has moved from charity shops and peer-to-peer platforms into brand-run programmes. The main models, what they require and where they fit in a brand's strategy. https://ai-in-fashion.com/en/circular-design/https://ai-in-fashion.com/en/circular-design/Tue, 06 Oct 2026 05:00:00 GMTDesign & ProductA garment's end of life is largely decided at the design desk. The principles of circular design, how they translate into collection work and the trade-offs designers face. https://ai-in-fashion.com/en/digital-sampling-3d/https://ai-in-fashion.com/en/digital-sampling-3d/Tue, 06 Oct 2026 05:00:00 GMTDesign & Product3D garment simulation lets teams review fit, colour and assortment on screen before a single sample is sewn. How it works, where it saves time and material, and where physical samples still win. https://ai-in-fashion.com/en/materials-certifications/https://ai-in-fashion.com/en/materials-certifications/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityOrganic, recycled, tested for harmful substances, responsibly sourced: textile certifications cover very different things. A guide to the main standards and how to use them in claims. https://ai-in-fashion.com/en/made-to-order/https://ai-in-fashion.com/en/made-to-order/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityProducing against confirmed demand rather than forecasts can reduce surplus stock. Where made-to-order and pre-order work, what they demand from operations and where their limits lie. https://ai-in-fashion.com/en/sustainability-data-wholesale/https://ai-in-fashion.com/en/sustainability-data-wholesale/Tue, 06 Oct 2026 05:00:00 GMTSupply Chain & SustainabilityRetailers increasingly ask brands for material, origin and certification data per product. What they need, how to structure it and how to keep claims consistent across channels.