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Skip to content Menu REQUEST A DEMO Menu Menu REQUEST A DEMO Menu New: Serial returners can exploit guest checkout. Get a Free 90-day diagnostics audit. Stop Serial Returners Serial returners cost you double in logistics while generating zero revenue. Prime AI identifies the bad actors hiding behind guest checkout. Explore Size Recommendation Suite - Pro Predictive AI for fashion sizing. Get accurate clothing, footwear, and bra size recommendations – with zero manual effort. Fully customisable. Built for Shopify Plus, Salesforce, Magento, and more. Explore Tools Virtual Try-On + Size Finder Lite - Shopify App Lite Size Finder App on Shopify. Help shoppers choose the right size with simple inputs, replacing static size charts. The Lite App is free. Virtual Try On is an optional paid add-on. Free Shopify App Custom AI Development AI systems built for impact. From missile physics to medical imaging, we deliver fast, production-ready solutions in simulation, optimisation, and anomaly detection tailored to your industry. Explore Services See the results our tech delivers Multi-brand Fashion Return Reduction – How Prime AI Reduced Returns Across 14 Brands Speedo Return Reduction: How Prime AI Slashes Returns New Balance Return Reduction: How Prime AI Slashes Returns Puma Return Reduction: How Prime AI Slashes Returns Under Armour Return Reduction: How Prime AI Slashes Returns The North Face Return Reduction: How Prime AI Slashes Returns See Case Studies We analysed 1,000,000 returns. Here's what we found... Inconsistent Sizing in Fashion: Shocking Insights from Analysing 1 Million Returns Bracketing in Online Shopping – Lesson 2 from 1M Returns Poor Fit Leads to Lost Customers – Lesson 3: Stop Return-Driven Churn Knowledge Base How Size Finder Actually Doubles the LTV How AI Stops Guest Checkout Fraud and Return Abuse Virtual Try On Technology Listen to Silicon and Silk for the Latest in fashion AI This site uses cookies By continuing to use our site, you consent to the Privacy Policy terms. If you agree to our terms, ‘Accept Privacy Policy’. See our Privacy policy for more information. Accept Privacy Policy --- Skip to content Menu REQUEST A DEMO Menu Menu REQUEST A DEMO Menu New: Serial returners can exploit guest checkout. Get a Free 90-day diagnostics audit. About Prime AI At Prime AI, we believe the future of commerce and engineering is personal, predictive, and intelligent.We are a small, dedicated team of engineers and innovators. Unlike VC backed startups, we have grown Prime AI profitably from year one focusing entirely on delivering real results for our clients, not chasing funding rounds or media headlines. We are a technology company that delivers proven AI solutions not only for fashion retailers, but also for some of the world’s most demanding industries. Retail innovation - Clothing, Footwear, Lingerie Size Finders & Fit Prediction Systems, AI Photoshoots and Visual Search Military technology - Automated Design Optimisation for High-Speed Missiles (aerodynamics, structural integrity, propulsion performance). Aeronautics and motorsports - AI-driven simulations for component design, aerodynamic efficiency, and thermal resistance. Renewable energy sectors - Component optimisation for maximum efficiency under extreme operational stresses. Medical field - Advanced computer vision solutions for diagnostics and imaging. Whether optimising high speed missile configurations or guiding shoppers to the right clothing size, Prime AI applies real world tested, high performance AI powered solutions to solve complex challenges across industries.Do you have a project requiring component design optimisation, aerodynamics improvement, visual analysis or advanced AI applications in the physical world? Contact us to discuss how Prime AI’s expertise can accelerate your innovation whether in retail, engineering, or beyond.When you work with Prime AI, you work with real people who care about your success, your deadlines, and your results. Contact Us Our Values Efficiency and Reliability - We operate lean, fast, and focused without corporate layers slowing us down. We take pride in delivering consistently, without excuses or surprises. Punctuality and Accountability - When we promise a timeline, we deliver. We believe in doing what we said we'd do on time, every time. Client First Philosophy - Your business success defines ours; there is no “growth at any cost” mentality at Prime AI. You’ll always get a fair, transparent price. We don’t believe in excessive profiting or inflated quotes. We believe in long-term, mutual success. Real Partnership - You get direct access to our senior team, not hidden behind account managers or endless meetings. You won’t find a higher level of professionalism, clarity, or reliability than with Prime AI. Custom AI Development for Retail and Engineering Innovation If your challenge goes beyond templates, Prime AI builds what you need. From dynamic sizing journeys and loyalty integrations to high speed aerodynamics simulations, we apply cutting edge AI to solve real world problems profitably, reliably, and personally. Time for AI Transformation? Contact Us About Your Technical Project Contact Us This site uses cookies By continuing to use our site, you consent to the Privacy Policy terms. If you agree to our terms, ‘Accept Privacy Policy’. See our Privacy policy for more information. Accept Privacy Policy --- Skip to content Menu REQUEST A DEMO Menu Menu REQUEST A DEMO Menu New: Serial returners can exploit guest checkout. Get a Free 90-day diagnostics audit. Stop Serial Returners Serial returners cost you double in logistics while generating zero revenue. Prime AI identifies the bad actors hiding behind guest checkout. Explore Size Recommendation Suite - Pro Predictive AI for fashion sizing. Get accurate clothing, footwear, and bra size recommendations – with zero manual effort. Fully customisable. Built for Shopify Plus, Salesforce, Magento, and more. Explore Tools Virtual Try-On + Size Finder Lite - Shopify App Lite Size Finder App on Shopify. Help shoppers choose the right size with simple inputs, replacing static size charts. The Lite App is free. Virtual Try On is an optional paid add-on. Free Shopify App Custom AI Development AI systems built for impact. From missile physics to medical imaging, we deliver fast, production-ready solutions in simulation, optimisation, and anomaly detection tailored to your industry. Explore Services See the results our tech delivers Multi-brand Fashion Return Reduction – How Prime AI Reduced Returns Across 14 Brands Speedo Return Reduction: How Prime AI Slashes Returns New Balance Return Reduction: How Prime AI Slashes Returns Puma Return Reduction: How Prime AI Slashes Returns Under Armour Return Reduction: How Prime AI Slashes Returns The North Face Return Reduction: How Prime AI Slashes Returns See Case Studies We analysed 1,000,000 returns. Here's what we found... Inconsistent Sizing in Fashion: Shocking Insights from Analysing 1 Million Returns Bracketing in Online Shopping – Lesson 2 from 1M Returns Poor Fit Leads to Lost Customers – Lesson 3: Stop Return-Driven Churn Knowledge Base How Size Finder Actually Doubles the LTV How AI Stops Guest Checkout Fraud and Return Abuse Virtual Try On Technology Listen to Silicon and Silk for the Latest in fashion AI This site uses cookies By continuing to use our site, you consent to the Privacy Policy terms. If you agree to our terms, ‘Accept Privacy Policy’. See our Privacy policy for more information. Accept Privacy Policy --- Skip to content Menu REQUEST A DEMO Menu Menu REQUEST A DEMO Menu New: Serial returners can exploit guest checkout. Get a Free 90-day diagnostics audit. Stop Serial Returners & Refund Policy Abuse Standard fraud tools (like Signifyd or Stripe) only look for stolen credit cards, they miss policy abuse entirely. Prime AI identifies the serial returners, wardrobers, and bracketers hiding behind anonymous guest checkouts using their own legitimate credit cards. Start with a Free 90-Day Silent Audit, deployed in 5 minutes with Zero IT integration. Request Free 90-Day Audit A Tiny Group of Shoppers Are Draining Your Margins. Most retailers believe returns are just part of doing business. Our experience with many retailers globally proves otherwise. A small fraction of users is responsible for the majority of the damage.Across major retailers, we found that just 2% of users are be responsible for 25% of total refund volume.These aren’t just returns. In one analysis, just 1% of users were holding £375k ($500k+) of luxury inventory hostage, making it unavailable for real buyers.A tiny segment of just 95 customers was responsible for 5% of total refunds while contributing nothing to profit. Request Free 90-Day Audit Why Your Current Fraud Software Misses This Standard Fraud Tools (Signifyd, Stripe, Riskified)What they look for is stolen credit cards, identity theft, and chargeback risk. Because the credit card is real and the address matches, the transaction is marked Safe and approved. They do not track: return velocity, wardrobing, or bracketing.Prime AI Return Abuse PreventionWhat we look for Serial returners, policy abusers, and margin-draining behaviour across anonymous guest checkouts. We establish: Data Continuity to identify the same individual using different aliases. We stop the transaction before it ships, protecting your logistics margins and preventing your inventory from depreciating. Stop Guest Checkout Fraud & Anonymous Abuse Standard tools rely on email addresses, cookies and VPN restrictions, which are easily blocked or faked. Prime AI establishes Data Continuity across anonymous sessions to stop sophisticated abuse across all industries.Establish Data Continuity: We developed proprietary fingerprinting technology to link seemingly unrelated guest checkouts to identify the same individual using multiple aliases or devices with a 99% certainty.Detect Cross-Industry Abuse:Wardrobing (Fashion): Buying items for one-time wear (e.g., photoshoots/parties).Part-Swapping (Electronics): Returning older or broken units in new boxes.Bracketing (Home/Apparel): Buying multiple variants with the intent to return 90%.Real-Time Intervention: Stop the order before it ships for that specific high risk session. Request Free 90-Day Audit Frictionless Onboarding We don’t believe in selling software until we’e proven the financial loss. Our deployment happens in two distinct phases.Phase 1: The Free 90-Day Diagnostics Audit (Zero IT) You drop our tracking snippet into Google Tag Manager. It sits silently listening and fingerprinting devices without impacting live orders. We cross-reference this with your monthly return data to show you exactly how much revenue you are losing to repeat offenders.Phase 2: Real-Time API Integration Only if the audit uncovers significant revenue loss do we move to a custom API integration. This allows you to flag and block fraudsters in real-time before the inventory ever ships. If the audit shows you are safe, the data is yours to keep, completely free. Protecting Margins Without Punishing Loyalty Fraudulent returns act as a denial-of-service attack on your inventory. They tie up stock and force full-price assets into the “Open Box” or “Refurbished” discount cycle. Prime AI acts as a security filter to ensure your inventory remains available for legitimate buyers. Restore Net Margins: While serial returners drive margins into the red, verified legitimate buyers generate 26.8% higher net profit than the average unverified shopper. Prevent Asset Depreciation: Stop the cycle of “buy, open, return.” We block users who treat your new inventory as a rental or testing service, keeping your stock in “New” condition. Ensure Availability: Legitimate buyers show a 3.6x higher Lifetime Value. We ensure your high-demand SKUs remain available for them, rather than being held hostage in pending return loops. Request Free 90-Day Audit Frequently Asked Questions about Return Abuse Q: Does this work for high-ticket items like Electronics or Furniture? A: Yes. Our system is particularly effective for high-value goods where depreciation is a significant risk. By stopping “open box” returns and part-swapping fraud, we preserve the asset value of electronics, appliances, and luxury home goods. Q: How do you catch fraud in Guest Checkout? A: We use advanced behavioral fingerprinting to link anonymous guest sessions. This allows us to spot a fraudster even if they change their email address, name, or credit card number. Q: Will this block my good customers? A: No. Our system targets specific abuse patterns (like bracketing 10 items or systematic wardrobing). Genuine customers who return items occasionally for legitimate reasons (fit/damage) are never flagged. Request Free 90-Day Audit Clothing Size Finder Personalised clothing fit recommendations Explore Tool Bra Size Finder Accurate bra size and fit recommendations Explore Tool Shoe Size Finder Accurate shoe size with a photo of your foot Explore Tool AI Photoshoot Dress real models from flat garments Explore Tool This site uses cookies By continuing to use our site, you consent to the Privacy Policy terms. If you agree to our terms, ‘Accept Privacy Policy’. See our Privacy policy for more information. Accept Privacy Policy