product bundle upsell builder
Design high-margin bundles and upsells using an evidence-based framework to increase AOV without sacrificing profit.
$5
Works with the AI tools you already use
Claude Code
Cursor
Codex CLI
Muse
Dots+22 moreClaude CodeCursorCodex CLIMuseDots
OpenClaw
Manus
Grok
Grok Bot+18 agentsproduct bundle upsell builder
Example session with this skill installed
I sell a $50 organic coffee bean subscription. I want to add a bundle or upsell to increase AOV. I also have a $15 ceramic mug and $12 paper filters. COGS is 40% for all. What should I do?
- Read your context and instructions
- Compiled the product bundle upsell
- Generated the document
I have analyzed your coffee subscription catalog. The objective is to increase Average Order Value (AOV) by leveraging your existing accessories without eroding the 60% gross margin of your core subscription.
Product Bundle & Upsell Analysis
1. Decision Snapshot
The evidence supports a "Starter Kit" bundle for new subscribers and a checkout "Order Bump" for existing ones. Your 60% margin provides enough buffer for a modest bundle discount, but a paper filter upsell is more operationally simple due to lower shipping weight.
2. Inputs & Assumptions
| Item | Value | Status |
|---|---|---|
| Core Product | $50 Coffee Subscription | Verified |
| Accessory A | $15 Ceramic Mug | Verified |
| Accessory B | $12 Paper Filters | Verified |
| COGS | 40% ($20 / $6 / $4.80) | Verified |
| Shipping Cost | Unknown (High for Mug) | Hypothesis |
3. Analysis
| Dimension | Score | Evidence | Why It Matters |
|---|---|---|---|
| Margin Preservation | 4 | 60% gross margin is healthy. | Allows for 10-15% bundle discounts. |
| Use-Case Comp. | 5 | Filters are required for the beans. | High utility leads to higher conversion. |
| Operational Simp. | 3 | Mug is fragile/heavy. | Shipping logistics could eat the margin. |
| Attach Prob. | 4 | Low price point of filters ($12). | Low-friction "impulse" add-on. |
4. Key Risks / Gaps
- Shipping Volumetrics: The mug likely changes the shipping tier, which could negate the $9 margin gain.
- Subscription Churn: We don't know if adding a bundle increases the initial commitment hurdle for new users.
5. Recommended Next Move
Primary Action: Implement a $10 "Paper Filter Subscription" order bump on the checkout page for the coffee beans.
*
Supporting Action: Create a "New Brewer Bundle" (Beans + Mug + Filters) for $68 (save 11%) specifically for first-time buyers.
- Supporting Action: Audit shipping quotes for the Mug + Beans package to confirm net margin.
6. Validation Plan
| Question | Evidence Needed | Cheapest Test | Pass Signal |
|---|---|---|---|
| Do filters convert? | Attach rate % | 1-week checkout A/B test | >15% attach rate |
| Mug shipping cost? | Carrier quote | Weigh a packed bundle box | Net margin > 50% |
7. What Would Change the Conclusion
If shipping a ceramic mug costs >$8, the "New Brewer Bundle" should be abandoned in favor of a digital brewing guide or lighter accessories.
Next steps
- Calculate the dimensional weight of the Mug + Beans package.
- Set up a simple checkbox on your checkout page for the paper filters.
- Draft the "Starter Kit" landing page copy focusing on "Everything you need for Month 1."
product-bundle-upsell-builder.pdf
PDF · document
Example file from a real run - the skill writes it into your workspace.
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
The problem
Constructing bundles and upsells often feels like guesswork. Haphazardly pairing products leads to thin margins, choice overload for customers, and wasted marketing spend on offers that don't convert.
What it does
- Analyzes product catalogs and unit economics to identify high-margin bundle opportunities.
- Evaluates complementarity between items to ensure upsells solve a cohesive customer job.
- Scores offer viability across eight dimensions, including operational simplicity and attach probability.
- Calculates discount logic to protect profitability while maintaining customer incentive.
- Identifies the cheapest ways to test new offers before committing to large-scale inventory or marketing changes.
Why this beats prompting it yourself
General LLMs often suggest generic "buy one get one" deals without considering your specific COGS or shipping constraints. This skill uses a rigorous evidence-based framework that separates verified facts from hypotheses, preventing "hallucinated" profit projections and ensuring recommendations are grounded in your actual business math.
Use cases
- Designing "Complete the Look" or "Starter Kit" bundles for new Shopify stores.
- Selecting the most effective low-friction order bumps for checkout pages.
- Creating tiered post-purchase upsell sequences for digital subscription products.
- Auditing existing bundles to identify which ones are cannibalizing high-margin individual sales.
Known limitations
Requires basic product data and unit economics for accurate scoring. Does not integrate directly with marketplace APIs or live dashboards.
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
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