Full-stack AI dropshipping system: Alibaba product sourcing, merchant-to-client dashboard, automated order routing, and AI-powered store operations
The AI Dropship Empire framework is the most comprehensive dropshipping business system ever built with AI. It covers the entire dropship value chain: finding winning products on Alibaba, vetting suppliers, calculating real margins (including shipping, duties, and platform fees), building a branded storefront, automating order routing from customer purchase to supplier fulfillment, and running AI-powered marketing campaigns. The framework is built around two core dashboards: the Merchant Dashboard (your operations hub — supplier management, inventory sync, order routing, profit analytics, and AI automation controls) and the Client Storefront (your customers' branded shopping experience — product pages, cart, checkout, and order tracking). The Alibaba Connect Pipeline is the engine that powers it all: a structured prompt sequence that takes a product niche and outputs vetted suppliers, negotiated pricing, import documentation, and automated reorder triggers. Every stage is designed to be run in an AI website builder like Airo, producing a fully functional, production-ready dropshipping platform.
Full Access Unlocked
All 64 prompts · All 9 modules
"The Alibaba vetting pipeline alone is worth 10x the price. I used to spend 3 days researching suppli..."
Marcus D. · Dropship Entrepreneur, $180K/yr revenue
Need expert implementation?
Hire an OrchestratorConnect with a certified Prompt.Doctor Orchestrator to deploy this framework for you.
You will build two connected platforms in Airo: a Merchant Operations Dashboard and a Client Storefront. AI handles product sourcing, copywriting, and order automation. Follow the stages in order.
Purchase & download the framework
Click the buy button on this page. After checkout, go to the and hit Download .zip. Unzip it — you'll get a .md file (all 64 prompts) and a .pdf reference guide. Keep both open alongside Alibaba.com and your Airo builder window.
Run the Alibaba Sourcing Pipeline first — before building anything
Go to the and open the Alibaba Product Sourcing & Supplier Vetting Pipeline module. Fill in your [PRODUCT NICHE], [TARGET RETAIL PRICE], and [DESTINATION MARKET] — then run it in GPT-4. You need vetted suppliers and confirmed margins before building your store. Do not skip this step.
Validate margins — confirm ≥ 40% gross margin before proceeding
Run the AI Product Research & Margin Calculator prompts with your Alibaba quotes. The calculator includes freight, import duties, platform fees, and a returns reserve — this is your true landed cost. If margin is below 40%, either negotiate the supplier price (use the Negotiation Library prompts) or choose a different product. Only proceed once you have a green-lit product.
Build the Merchant Operations Dashboard in Airo
Open Airo and start a new project. Go to the and copy the Merchant Dashboard Orchestrator Prompt. Paste it into the Airo chat. It will scaffold your full operations hub — supplier directory, inventory sync, order management queue, profit analytics, and AI automation controls — automatically. This is your private backend.
Build the Client Storefront in the same Airo project
In the same Airo project, copy the Client Storefront Orchestrator Prompt from the and paste it into the Airo chat. It builds your branded customer-facing store — product pages, cart, checkout, and a self-service order tracking portal. The storefront and merchant dashboard share the same database, so orders flow automatically between them.
Stage 5 — Automated Order Fulfillment Pipeline
Go to the , filter to Automated Order Fulfillment Pipeline, and fill in every [BRACKET] with your business details. The output goes directly into your Airo backend — configure the Stripe webhook and supplier email templates.
Stage 6 — AI Copywriting & Marketing Engine
Go to the , filter to AI Copywriting & Marketing Engine, and fill in every [BRACKET] with your business details. The output goes directly into your product pages, ad campaigns, and email sequences immediately.
Stage 7 — Negotiation & Relationship Management
Go to the , filter to Negotiation & Relationship Management, and fill in every [BRACKET] with your business details. The output goes directly into Alibaba Trade Manager or email — send directly to your supplier contacts.
Stage 8 — Multi-Channel Listing & Scaling Automation
Go to the , filter to Multi-Channel Listing & Scaling Automation, and fill in every [BRACKET] with your business details. The output goes directly into your Shopify, Amazon Seller Central, or eBay listing manager.
Launch checklist before going live
Before publishing: order samples from your top 2 suppliers, verify product quality, confirm Trade Assurance is active on all supplier contracts, set up Stripe on your storefront, configure low-stock reorder triggers in the Merchant Dashboard, and run a test order end-to-end. See the full .
9 modules · 64 prompts · 8 workflow stages
Alibaba Product Sourcing & Supplier Vetting Pipeline
The core sourcing engine. Takes a product niche or keyword and runs it through a 5-step AI pipeline: trend validation, Alibaba search strategy, supplier shortlisting (Gold Supplier, Trade Assurance, verified reviews), supplier comparison matrix, and final vetting checklist. Outputs a ranked supplier list with contact templates.
10 promptsAI Product Research & Margin Calculator
Winning product identification using AI trend analysis (Google Trends, TikTok virality signals, Amazon BSR patterns). Calculates true landed cost: Alibaba unit price + shipping (DHL/sea freight) + import duties (HTS code lookup) + platform fees + returns reserve. Outputs go/no-go decision with target retail price and margin.
9 promptsMerchant Operations Dashboard (Airo Build)
Full Airo-built merchant backend: supplier directory with contact history, inventory sync dashboard (stock levels, reorder triggers), order management queue (new → processing → shipped → delivered), profit & loss analytics by product/supplier/channel, and AI automation control panel. Built with React + MySQL + Express.
10 promptsClient Storefront & Order Tracking Portal
Branded customer-facing storefront built in Airo: AI-generated product pages with SEO-optimized copy, image galleries, variant selectors, cart and checkout flow, and a self-service order tracking portal that syncs with supplier tracking numbers. Includes abandoned cart recovery email sequences.
9 promptsAutomated Order Fulfillment Pipeline
The automation backbone: customer places order → webhook triggers supplier notification email (formatted to Alibaba supplier specs) → supplier ships → tracking number captured → customer notified → delivery confirmed → review request sent. Includes exception handling for out-of-stock, shipping delays, and disputes.
10 promptsAI Copywriting & Marketing Engine
Complete AI content suite: product title optimization (Amazon/Shopify SEO), bullet-point feature descriptions, long-form product stories, Facebook/Instagram/TikTok ad copy variants, Google Shopping feed optimization, email welcome sequences, and post-purchase upsell flows. All prompts are conversion-rate optimized.
8 promptsSupplier Negotiation & Relationship Management
Proven negotiation prompt library: initial inquiry templates, MOQ reduction requests, price break negotiation (volume tiers), sample request scripts, exclusive territory negotiation, private label / OEM agreement outlines, and long-term partnership proposals. Includes response handling for common supplier objections.
7 promptsMulti-Channel Listing & Scaling Automation
Scale beyond your own storefront: Shopify product import prompts, Amazon listing creation (title, bullets, A+ content), eBay listing optimization, WooCommerce bulk import templates, and cross-channel inventory allocation strategy. Includes brand registry preparation and trademark research prompts.
6 promptsNiche Selection & Business Intelligence
Strategic foundation: niche market sizing prompts, competitor store analysis (Shopify spy, SimilarWeb interpretation), seasonal demand forecasting, supplier country diversification strategy (China, Vietnam, India, Turkey), and exit strategy / brand valuation prompts for eventual business sale.
5 promptsYou are an expert dropshipping sourcing agent with 10+ years finding winning Alibaba suppliers. I want to source the following product: Product: [PRODUCT NAME / DESCRIPTION] Target Retail Price: $[RETAIL PRICE] Target Margin: [MARGIN %] minimum Monthly Volume Estimate: [UNITS/MONTH] Destination Market: [US / EU / AU / UK] Quality Tier: [Budget / Mid / Premium] Run the full supplier vetting pipeline: **STEP 1 — Alibaba Search Strategy** - Exact search keywords to use on Alibaba.com (3–5 variants) - Filters to apply: Gold Supplier ✓, Trade Assurance ✓, minimum [N] years in business - Red flag keywords to exclude from supplier names/descriptions **STEP 2 — Supplier Shortlist Criteria** Score each supplier 1–10 on: - Response rate (target: >90%) - Transaction history (target: >$500K) - Review score (target: >4.8) - Sample availability - Customization / OEM capability - English communication quality **STEP 3 — Landed Cost Calculation** For a unit price of $[ALIBABA UNIT PRICE]: - Sea freight cost per unit (MOQ shipment, [ORIGIN] → [DESTINATION]) - Air freight cost per unit (DHL Express) - Import duty rate (HTS code for this product category) - Amazon/Shopify platform fee - Payment processing fee (2.9% + $0.30) - Returns reserve (estimate [X]%) = TRUE LANDED COST per unit = GROSS MARGIN at $[RETAIL PRICE] **STEP 4 — Supplier Outreach Template** Write a professional first-contact message to send via Alibaba Trade Manager: - Introduce as established buyer (even if new — frame professionally) - State product specs, quantity, and destination - Request: unit price at MOQ, price breaks at 3x and 10x MOQ, sample cost, lead time, and payment terms - Keep under 200 words — suppliers receive hundreds of messages **STEP 5 — Vetting Checklist** Before placing first order, confirm: □ Sample ordered and quality verified □ Trade Assurance contract in place □ Payment via Alibaba (never wire transfer to new supplier) □ Shipping timeline confirmed in writing □ Return/defect policy agreed □ Backup supplier identified
You are a dropshipping product research specialist who has launched 50+ winning products. Analyze the following niche for dropshipping viability: Niche: [NICHE / PRODUCT CATEGORY] Target Market: [DEMOGRAPHIC: age, gender, interests] Platform: [Shopify store / Amazon FBA / TikTok Shop / All] Budget for Testing: $[AD SPEND BUDGET] Competition Tolerance: [Low / Medium / High] Provide a complete product research report: **TREND ANALYSIS** - Google Trends trajectory (rising / stable / declining) — describe expected pattern - TikTok virality indicators: what content formats work for this niche? - Seasonal demand peaks: which months are strongest? - Market saturation score (1–10, where 10 = extremely saturated) **TOP 5 PRODUCT OPPORTUNITIES** For each product: 1. Product name + Alibaba search term 2. Estimated Alibaba unit cost range 3. Recommended retail price 4. Estimated gross margin % 5. Differentiation angle (what makes YOUR version better) 6. Primary customer pain point this solves 7. Winning ad angle (1-sentence hook) **COMPETITION ANALYSIS** - Top 3 competitor stores in this niche (describe their positioning) - Their weaknesses you can exploit - Price positioning opportunity (undercut / match / premium) - Untapped customer segments they are ignoring **GO / NO-GO VERDICT** - Overall opportunity score: [X]/10 - Recommended entry strategy - Estimated time to first profitable sale - Biggest risk factor and mitigation
You are an expert full-stack developer. Build a complete Dropship Merchant Operations Dashboard using React 19, TypeScript, Tailwind CSS, shadcn/ui, Express, and MySQL with Drizzle ORM. BUSINESS CONTEXT: Store Name: [STORE NAME] Products: [PRODUCT CATEGORIES] Suppliers: Alibaba-based suppliers Sales Channels: [Shopify / Own Store / Amazon] BUILD THE FOLLOWING PAGES AND FEATURES: **1. DASHBOARD HOME (/merchant)** - KPI cards: Today's Revenue, Orders Pending, Active Suppliers, Profit Margin % - Revenue chart (last 30 days, line chart) - Top 5 products by profit this week - Alerts: low stock, delayed shipments, supplier issues **2. SUPPLIER DIRECTORY (/merchant/suppliers)** - Supplier cards: name, country, product categories, lead time, rating - Add/edit supplier form with fields: Alibaba store URL, contact email, WeChat/WhatsApp, MOQ, payment terms - Supplier performance metrics: on-time rate, defect rate, avg response time - Contact history log per supplier **3. PRODUCT CATALOG (/merchant/products)** - Product table: image, name, supplier, cost price, retail price, margin %, stock level - Bulk import from CSV - Low stock alerts with reorder trigger (auto-email supplier when stock < threshold) - Profit margin calculator inline **4. ORDER MANAGEMENT (/merchant/orders)** - Order queue with status pipeline: New → Sent to Supplier → Shipped → Delivered → Complete - One-click "Send to Supplier" generates formatted order email - Tracking number input → auto-syncs to customer order - Dispute/refund management panel **5. ANALYTICS (/merchant/analytics)** - Revenue by product, supplier, and channel - Profit & loss statement (monthly) - Best/worst performing products - Supplier cost trend over time **6. AI AUTOMATION CENTER (/merchant/automation)** - Toggle switches for: Auto-reorder when stock low, Auto-notify customer on ship, Auto-request reviews post-delivery - AI copywriting launcher: select product → generate listing copy - Bulk price update tool with margin calculator DATABASE SCHEMA (MySQL / Drizzle): - suppliers: id, name, country, alibabaUrl, contactEmail, contactMessenger, moq, paymentTerms, rating, createdAt - products: id, supplierId, name, sku, costPrice, retailPrice, stockLevel, reorderThreshold, alibabaProductUrl, images, createdAt - orders: id, customerId, status, totalRevenue, totalCost, profit, createdAt, shippedAt, deliveredAt - order_items: id, orderId, productId, quantity, unitCost, unitPrice - supplier_contacts: id, supplierId, type, subject, body, sentAt Use BetterAuth for merchant authentication. Style with the dark neon theme (bg-background, primary cyan accents). Make it production-ready.
system
10 prompts
architecture
19 prompts
workflow
21 prompts
templates
9 prompts
prompts
15 prompts
"The Alibaba vetting pipeline alone is worth 10x the price. I used to spend 3 days researching suppliers — now I have a shortlist with margin calculations in 2 hours. The supplier negotiation prompts got me 22% price reductions on my top 3 products."
Marcus D.
Dropship Entrepreneur, $180K/yr revenue
"I built the Merchant Dashboard in Airo using the Orchestrator Prompt and it was production-ready in a day. My clients now have a real operations hub instead of spreadsheets. The order routing automation alone saves 4 hours per day."
Priya S.
E-commerce Agency Owner
"I had zero e-commerce experience. The framework walked me through every step — from picking a niche to my first Alibaba order to launching my Shopify store. Made my first sale 11 days after buying the framework."
Jake T.
First-time Dropshipper
All 64 prompts across 9 modules are unlocked for your account.
Lifetime access