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e commerce returns reduction planner
Reduces e-commerce return rates by converting return data into precise, validated listing and FAQ improvements.
$5
Works with the AI tools you already use
e commerce returns reduction planner
Example session with this skill installed
I have 50 returns for my 'Titan-X Wireless Earbuds'. 35 say 'won't pair with my TV' and 15 say 'too bulky'. Here is the product link and the current FAQ. Give me a returns reduction plan.
- Read your context and instructions
- Compiled the e commerce returns
I have analyzed the return data for the Titan-X Wireless Earbuds. The primary drivers are Bluetooth protocol misunderstandings and ergonomic fit issues.
Returns Reduction Plan for Titan-X Wireless Earbuds
1. Return Reason Summary
- Connectivity / Pairing: High (70%) | Known Cause
- Ergonomic Fit / Bulk: Medium (30%) | Known Cause
2. Cause-to-Content Mapping
| Return Cause | Content Area | Known/Assumption | Proposed Change |
|---|---|---|---|
| TV Pairing Issues | Compatibility | Known | Explicitly list supported Bluetooth profiles (A2DP/AVRCP). |
| Bulk/Fit | Imagery Notes | Known | Add "In-Ear" scale photo with common reference object. |
| TV Pairing Issues | FAQs | Known | Add step-by-step TV pairing guide for major brands. |
3. Detailed Content Recommendations
Compatibility
- Update technical specs: "Requires Bluetooth 5.0 or higher. Note: Not compatible with non-smart TVs lacking a dedicated Bluetooth transmitter."
Imagery Notes
- Add Graphic Overlay: "Dimensions: 24mm x 22mm. Designed for a secure seal; may feel larger than standard buds due to the 10mm drivers."
- New Photo: A side-profile shot of the earbud in a medium-sized ear to show protrusion depth.
FAQs & Support Wording
- Q: Will these work with my television?
A: Titan-X works with Smart TVs that support Bluetooth audio output. If your TV does not have built-in Bluetooth, a separate Bluetooth transmitter is required.
4. Validation Checklist
- All measurements provided in millimeters (metric).
- Language uses "water-resistant" instead of "waterproof" to match IPX5 rating.
- Amazon 200-character limit per bullet point respected.
- Assumptions labeled; pairing data is verified by customer logs.
Next steps
- Update the 'Technical Details' section on the product page with the specific Bluetooth profiles.
- Replace the third gallery image with the new scale-comparison photo.
- Add the pairing FAQ to the automated chatbot response flow.
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
The problem
High return rates erode margins and damage marketplace seller ratings. Vague product descriptions and missing technical specs lead to customer mismatched expectations that only surface after the sale.
What it does
- Analyzes return codes, reviews, and support tickets to identify root causes of product returns.
- Classifies findings into evidence-based "Known Causes" versus speculative "Assumptions" to ensure data integrity.
- Maps specific return reasons to actionable content fixes across sizing, compatibility, care instructions, and imagery.
- Generates ready-to-paste FAQ entries and listing bullet points using refund-safe, non-absolute language.
- Validates all proposed changes against platform constraints and unit conversion requirements (metric/imperial).
Why this beats prompting it yourself
General prompts often suggest generic "better descriptions" without addressing the specific friction points that trigger a refund. This skill forces a rigorous classification of data, ensuring you don't rewrite your entire listing based on a single outlier comment while providing the exact measurements and policy-compliant language needed to actually move the needle.
Use cases
- Convert "too small" return feedback into precise, flat-lay measurement charts for apparel listings.
- Draft technical compatibility warnings for electronics to stop "not compatible" returns.
- Identify when product photography is misleading and write specific creative briefs for reshoots.
- Audit existing FAQs to address common pre-purchase anxieties identified in support logs.
Known limitations
Requires raw return data or customer feedback to move beyond assumptions. Does not provide physical logistics or warehouse optimization advice.
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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Verified clean 19 days ago
- Passed all security checks, Safe to install