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Create systematic product testing frameworks for dropshipping. Generate ad copy variations, audience targeting strategies, and KPI benchmarks for validating winners.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
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| name | dropship-winning-product-test |
| description | Create systematic product testing frameworks for dropshipping. Generate ad copy variations, audience targeting strategies, and KPI benchmarks for validating winners. |
| metadata | {"author":"clawads","version":"2.0","website":"https://clawads.io"} |
Category: Ads / Ecommerce
Works with: OpenClaw, Claude Code, Cursor, any AI with file context
Purpose: Validate winning dropship products with a $5-10/day ad test structure — know in 3 days whether to scale or kill
Most dropshippers waste $200-500 testing products with no system. They either kill a winner too early (panic at day 1 numbers) or keep dumping money into a loser (hoping it turns around). This skill gives you a precise, data-driven framework for product testing: what to run, what metrics to watch, when to kill, and when to scale.
Built on frameworks used by 7-figure dropshippers who test 10+ products per week profitably.
Campaign structure (one product):
Campaign: [Product Name] — Test
Ad Set 1: Broad (no interests, 18-45, your country)
Ad Set 2: Interest A (most relevant single interest)
Ad Set 3: Interest B (second most relevant interest)
Budget: $5-10/day per ad set ($15-30/day total)
Objective: Add to Cart (until 50 ATC, then switch to Purchase)
Ad format: Single image or video (test one creative per ad set)
Pixel setup requirements:
| Metric | Kill Signal | Watch Signal | Green Light |
|---|---|---|---|
| CPM | > $30 | $15-30 | < $15 |
| CTR (Link) | < 0.8% | 0.8-1.5% | > 1.5% |
| CPC | > $2.00 | $1.00-2.00 | < $1.00 |
| Add to Cart | 0 with $10+ spent | 1-2 | 3+ |
Day 1 rule: Only kill if CPM > $40 AND CTR < 0.5% with $15+ spent. Otherwise let it run.
| Metric | Kill | Scale |
|---|---|---|
| Cost per ATC | > 3x your product cost | < 2x product cost |
| ATC rate (ATCs/sessions) | < 3% | > 5% |
| Checkout initiation | 0 | 2+ |
Kill the product if ANY of these are true:
Scale the product if ALL of these are true:
Keep testing (extend 2 more days) if:
Before you test, calculate your break-even ROAS:
Break-even ROAS = Selling Price / (Selling Price - Product Cost - Shipping - Payment Fees)
Example:
Selling price: $39.99
Product cost: $8.00
Shipping: $3.00
Payment fees (3%): $1.20
Fixed costs: $1.00
Profit per unit = $39.99 - $8 - $3 - $1.20 - $1 = $26.79
Break-even ROAS = $39.99 / $26.79 = 1.49x
This means: for every $1 in ad spend, you need to make $1.49 back just to break even.
Target profitable ROAS = Break-even × 1.5 = 2.24x
Paste this into your AI agent with your product details:
Use the dropship-winning-product-test skill.
MY PRODUCT TEST SETUP:
---
Product Name: [your product]
Selling Price: [e.g., $39.99]
Product Cost (from supplier): [e.g., $8.00]
Shipping Cost: [e.g., $3.00]
Target Country: [e.g., USA / Malaysia / UK]
Pixel Status: [new / has X purchases in last 30 days]
Ad Creative I Have: [image / video / UGC]
Test Budget Per Day: [e.g., $15/day]
---
DO THIS:
1. Calculate my break-even ROAS and target profitable ROAS
2. Give me the exact campaign structure (ad sets, audiences, budget split)
3. Set exact kill/scale thresholds for my specific numbers
4. Create a Day 1 / Day 2 / Day 3 decision checklist for this product
5. Tell me what to check first if I'm getting clicks but no purchases
Week 1 winner detected (ROAS > 2x, 5+ purchases):
Week 2 (ROAS still holding):
Never:
DAY 1 ONLY KILL IF: CPM > $40 AND CTR < 0.5% with $15+ spent
DAY 2 KILL IF: Cost per ATC > 3x product cost with $30+ spent
DAY 3 SCALE IF: 1+ purchase AND ROAS > 1.5x break-even
DAY 3 KILL IF: 0 purchases with $50+ spent OR ROAS < 0.5x
BREAK-EVEN ROAS = Sell Price ÷ (Sell Price - All Costs)
TARGET ROAS = Break-even × 1.5x
TESTING BUDGET: $5-10/day per ad set, 3 ad sets = $15-30/day total
Skill maintained by: ClawAds
Category: Ads / Ecommerce
Platform: Facebook, TikTok (same framework applies)
Use case: Dropshipping product validation