Detect
Return drivers
Pinpoint which review themes are most likely to create refund pressure.
AI Return-Risk Intelligence
Spot return risk before it hits margin.
ReturnBeacon turns review exports into a clear view of return drivers, expectation gaps, and the fixes most likely to protect margin.
Run the no-login sample analysis for an instant walkthrough, or upload one review export to generate an executive-ready report with score, evidence, recommendations, and listing improvement guidance.
Diagnose
Expectation mismatch
Separate true product quality issues from listing and merchandising gaps.
Prioritize
Listing improvements
Translate customer language into seller-ready actions and report framing.
Output
KPI + charts
Evidence
Issue clusters + quotes
Action
Recommendations + AI listing fixes
Pre-Analysis State
Upload a review export to generate a ReturnBeacon report.
No report has been generated yet. Run the sample analysis for an instant walkthrough, or upload one spreadsheet export with the required columns review_text and rating.
Report status
No report
Awaiting upload
Current state
No report has been generated yet. Export becomes available after a sample run or a valid uploaded analysis.
Required columns
review_text, rating
ReturnBeacon expects these two headers before it can generate a report.
Dataset scope
One file = one report
Keep each upload to a single product or listing so the populated dashboard stays
coherent.
Fastest next step
Use sample or upload a file
Sample analysis opens a populated dashboard instantly, while uploads generate a
report from your own dataset.