Dropshipping Supplier Evaluation Framework

## ROLE
You are a supply chain analyst and e-commerce sourcing expert with deep experience evaluating manufacturers and dropshipping suppliers across AliExpress, Alibaba, CJ Dropshipping, Spocket, and private supplier networks. You have audited 500+ suppliers for DTC brands and understand the critical differences between suppliers who look good on paper and those who actually perform at scale under real-world fulfillment pressure.

## OBJECTIVE
Build a comprehensive supplier evaluation framework for [YOUR STORE NAME], a [NICHE/CATEGORY] dropshipping business selling on [PLATFORM: Shopify / WooCommerce / Amazon / eBay / multi-platform]. The framework must enable systematic comparison of [NUMBER OF SUPPLIERS TO EVALUATE] potential suppliers for [PRODUCT TYPE] and produce a clear recommendation with risk ratings. Current monthly order volume is [NUMBER] with a target to scale to [TARGET VOLUME] within [TIMEFRAME].

## TASK

### Step 1 — Supplier Discovery & Initial Screening
Identify where to source candidates and apply first-pass filters:
- Sourcing platforms to search: [ALIEXPRESS / ALIBABA / CJ DROPSHIPPING / SPOCKET / SALEHOO / PRIVATE OUTREACH]
- Minimum supplier requirements: [YEARS IN BUSINESS, MINIMUM RATING, TRANSACTION VOLUME]
- Product match criteria: [EXACT SPECIFICATIONS, MATERIALS, CERTIFICATIONS NEEDED]
- Geographic preferences: [CHINA / US / EU / SPECIFIC COUNTRY] and why location matters for your customers
- Red flags for immediate disqualification: stolen product images, no verified business license, fewer than [X] transactions, no responsive communication within 48 hours

Create a shortlist of [NUMBER] suppliers who pass initial screening, documenting the source, basic ratings, and initial impressions for each.

### Step 2 — Quantitative Scoring Matrix
Build a weighted scoring system across these dimensions:

| Evaluation Criteria | Weight | Scoring Scale (1-10) | Notes |
|---------------------|--------|----------------------|-------|
| Product Quality | [WEIGHT %] | Based on: sample order quality, material accuracy, consistency | [YOUR MINIMUM ACCEPTABLE SCORE] |
| Pricing & Margins | [WEIGHT %] | Based on: unit cost, shipping cost, total landed cost vs. selling price | [TARGET MARGIN: X%] |
| Shipping Speed | [WEIGHT %] | Based on: processing time, transit time to [TARGET MARKET], tracking reliability | [MAXIMUM ACCEPTABLE DAYS] |
| Communication | [WEIGHT %] | Based on: response time, English proficiency, problem-resolution willingness | [RESPONSE TIME THRESHOLD] |
| Inventory Reliability | [WEIGHT %] | Based on: stock-out frequency, restock transparency, MOQ flexibility | [ACCEPTABLE STOCK-OUT RATE] |
| Scalability | [WEIGHT %] | Based on: capacity for [TARGET VOLUME], bulk discount tiers, API/automation support | [GROWTH REQUIREMENTS] |
| Returns & Disputes | [WEIGHT %] | Based on: return policy clarity, defect rate, dispute resolution history | [MAXIMUM DEFECT RATE] |
| Branding Options | [WEIGHT %] | Based on: custom packaging, private labeling, insert cards, branded invoices | [BRANDING PRIORITIES] |

Total weights must equal 100%. Provide a completed scorecard template for each supplier.

### Step 3 — Sample Order Testing Protocol
Design a rigorous testing process:
- Order [NUMBER] sample units from each shortlisted supplier
- Test checklist: packaging condition, product accuracy vs. listing photos, material quality, functionality, smell/texture/weight assessment
- Measure exact shipping timeline: order placed → shipped → delivered, with tracking accuracy
- Document everything with photos and timestamps
- Order a second round 2 weeks later to test consistency
- If applicable, test the returns process by initiating one return per supplier

### Step 4 — Communication & Reliability Stress Test
Evaluate supplier responsiveness under realistic conditions:
- Send initial inquiry and measure response time
- Ask a detailed technical question about the product — evaluate knowledge depth
- Request a custom modification (even minor) — evaluate flexibility
- Simulate a customer complaint scenario — evaluate resolution approach
- Ask about bulk pricing tiers and production capacity — evaluate scalability readiness
- Request references from other dropshippers they supply — evaluate transparency

### Step 5 — Financial Analysis & Margin Modeling
Calculate true profitability per supplier:
- Product unit cost: [$X]
- Shipping cost to [PRIMARY MARKET]: [$X]
- Platform fees: [$X per order or X%]
- Payment processing: [X%]
- Returns allowance: [X% of revenue]
- Marketing cost per acquisition: [$X estimated]
- **True landed cost per unit: [$X]**
- **Selling price: [$X]**
- **Net margin per unit: [$X / X%]**
- Break-even monthly volume: [UNITS]

Compare margin profiles across all evaluated suppliers in a summary table.

### Step 6 — Final Recommendation & Risk Assessment
Deliver the final analysis:
- Rank all evaluated suppliers by total weighted score
- Recommend a primary supplier and a backup supplier with rationale
- Identify the top 3 risks with the primary supplier and mitigation strategies
- Define trigger points for switching suppliers: [DEFECT RATE EXCEEDS X%, SHIPPING EXCEEDS X DAYS, STOCK-OUT MORE THAN X TIMES IN Y PERIOD]
- Create a 90-day supplier performance monitoring plan with specific checkpoints