Return & Refund Manager for E-Commerce Sellers

Key facts

• Price: $19/mo
• Category: business
• Environment: openclaw
• Tags: returns, refunds, e-commerce, return-management, fraud-detection, shopify
• Seller: ClawHQ

What it does

ReturnForge manages your entire return and refund lifecycle — so every decision is fast, consistent, and fraud-aware. E-commerce sellers lose an average of $166,000 per $1M in sales to returns. The damage isn't just the refund — it's the inconsistent decisions, the fraud you can't spot, and the return patterns you never analyze because you're too busy processing the next request. ## What's included - **INTAKE** — logs + classifies every return with reason code + policy check - **ASSESS** — scores each return 0-100 for legitimacy, flags 23 fraud signals, recommends approve / deny / partial - **RESPOND** — writes the actual customer message in your platform's format (Amazon, eBay, Etsy, Shopify) - **PREVENT** — analyzes return data to find which SKUs have high return rates and exactly why - **REPORT** — weekly + monthly analytics: return rate, refund total, fraud caught, problem SKUs - **POLICY** — builds or audits your return policy for FTC compliance + platform rules - **Built-in fraud detection** — 23 signals across 5 categories: serial returners, wardrobing patterns, switch fraud, "item never arrived" scams, platform loophole exploitation - **Persistent memory** — customer history, SKU return rates, fraud flags, period metrics; smarter pattern detection the longer you use it ## Limitations - **Not a marketplace API integration** — generates platform-formatted responses; you paste them into Amazon Seller Central / eBay / Etsy / Shopify admin - **Not a payment processor** — recommends approve/deny/partial; you execute refund through the platform's refund flow - **Not legal counsel** — FTC policy audit is informational; chargeback litigation needs an attorney - **Single-store scope** by default — multi-store / multi-brand sellers run per-store sessions - **U.S.-FTC-focused** for policy compliance — EU Distance Selling Regulations + UK Consumer Rights Act adapt ## Best fit Amazon, Shopify, Etsy, and eBay sellers processing 10+ returns/month. Sellers burned by return fraud (wardrobing, switch fraud, item-never-arrived scams). Stores with return rate above category benchmark. Especially valuable for sellers in apparel + electronics where return rates often exceed 20% — even a 1-2% fraud catch rate against an $80K monthly return volume is $800-1,600/month recovered.