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- marketplace pricing strategy agent
marketplace pricing strategy agent
Build defensible marketplace pricing models using unit economics, competitor benchmarks, and margin constraints.
$5
Works with the AI tools you already use
marketplace pricing strategy agent
Example session with this skill installed
I am launching a ceramic coffee dripper. COGS is $8.50, shipping is $6.00, and Amazon takes a 15% referral fee. Competitors sell for $22 to $35. What should my price be?
- Read your context and instructions
- Compiled the marketplace pricing strategy
I have analyzed your ceramic coffee dripper pricing based on the provided unit economics and competitor benchmarks. The data supports a mid-tier entry, but your margin is sensitive to the high shipping-to-COGS ratio.
Pricing Strategy Analysis
Inputs & Assumptions
| Item | Value | Status |
|---|---|---|
| COGS | $8.50 | Verified |
| Shipping/Logistics | $6.00 | Verified |
| Marketplace Fee | 15% | Supported |
| Competitor Range | $22.00 - $35.00 | Supported |
| Target Margin | Unknown | Hypothesis |
Analysis
| Dimension | Score | Evidence | Why It Matters |
|---|---|---|---|
| Price Floor | 4/5 | Fixed costs are $14.50. | Defines the "no-go" zone for discounts. |
| Contribution Margin | 3/5 | At $28, margin is ~35% after fees. | Healthy, but vulnerable to PPC cost spikes. |
| Reference Price Band | 4/5 | Product fits neatly in the $25-$30 sweet spot. | High probability of customer acceptance. |
| Discount Headroom | 2/5 | 20% off drops margin to ~18%. | Limits aggressive Black Friday participation. |
Key Risks
- Shipping Volatility: $6.00 is high relative to COGS; a $1 increase cuts profit by 15%.
- PPC Dependency: If Customer Acquisition Cost (CAC) exceeds $8.00, the product loses money.
- Price Perception: If the dripper feels "generic," it will struggle against the $22 incumbents.
Recommended Next Move
Set the initial launch price at
$28.95. This places you above the budget tier while leaving room for a 10% "New Release" coupon that keeps the margin above 25%.
Next Steps:
- Confirm final FBA/Last-mile dimensions to ensure the $6.00 shipping estimate is accurate.
- Run a 7-day A/B test at $26.95 vs $28.95 once you have 10 reviews.
Validation Plan
| Question | Evidence Needed | Cheapest Test | Pass Signal | Fail Signal |
|---|---|---|---|---|
| Will users pay a premium? | Click-through rate (CTR) | $50 Auto-PPC Campaign | CTR > 0.5% | CTR < 0.2% |
Next steps
- Verify your exact FBA size tier to lock in the shipping cost.
- Identify one unique design feature to highlight in images to justify the $28 price point.
- Calculate your "Breakeven RoAS" based on the $9.80 profit per unit.
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
The problem
Setting prices by guessing leads to thin margins or lost sales. Sellers often struggle to account for hidden fees, competitor positioning, and psychological price points simultaneously.
What it does
- Calculates defensible price floors based on unit economics and platform fees.
- Benchmarks products against competitor price bands to identify market positioning.
- Maps value differentiation to justify premium pricing or discount headroom.
- Designs reversible price tests to validate assumptions without permanent brand damage.
- Evaluates bundle economics to increase average order value while maintaining margins.
Why this beats prompting it yourself
General AI often ignores the specific math of marketplace fees and contribution margins. This skill enforces a rigorous evidence ledger that separates verified facts from hypotheses, preventing "hallucinated" market success. It delivers a structured validation plan with specific pass/fail signals rather than vague advice.
Use cases
- Determining the launch price for a new private-label product on Amazon or Shopify.
- Calculating how deep a holiday discount can go before the contribution margin turns negative.
- Auditing existing SKU pricing against rising shipping and COGS inputs.
- Structuring multi-unit bundles to optimize shipping costs and customer perceived value.
Known limitations
Does not provide legal, tax, or regulated financial advice. Cannot access live private seller dashboards or real-time internal competitor sales volume without external tool integration.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
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- 2
Unzip into your skills folder
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- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
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Click the path to copy it. Create the folder if it does not exist yet.
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