High return pressure compared with the sample target used in this demo.
A founder should understand the leak in minutes, not hours.
The dashboard is built to answer three questions quickly: where is money leaking, how large is the issue, and what should be checked first?
Estimated annual cost from product returns in the sample dashboard.
Revenue dependency risk from top customer segments in the sample.
Combined first-year impact estimate from the sample action plan.
Returns were trending in the wrong direction.
The sample data shows monthly return cost increasing while revenue is only moving slightly upward.
Revenue was too dependent on a small customer group.
In this sample, a large share of revenue came from the top customer segment, creating retention risk.
Most returns were concentrated in a small group of products.
This is the kind of table that makes the issue practical. Instead of telling the founder “returns are high,” the analysis points to the exact products worth checking first.
| Product | Return Value | Return Rate | Likely Root Cause To Check | Founder Action |
|---|---|---|---|---|
| Classic Cotton T-Shirt | $8,450 | 24% | Size inconsistency | Review size guide, fit notes, and customer comments. |
| Designer Jeans | $6,200 | 19% | Colour mismatch vs product photos | Check photography, lighting, variant images, and descriptions. |
| Summer Sandals | $4,800 | 31% | Quality issues reported | Inspect supplier batch, reviews, and return notes. |
| Linen Midi Dress | $3,900 | 15% | Fit expectation gap | Add model sizing, garment measurements, and fit video. |
| Travel Tote | $2,850 | 12% | Misleading product photos | Add scale images, internal pocket photos, and use-case shots. |
The dashboard turns into a prioritized action plan.
The proof asset is stronger when the founder can see exactly what happens after the analysis.
Fix top return products
Audit quality, product descriptions, size guidance, photography, and fulfilment notes for the top five return products.
Protect key customers
Check whether revenue is too dependent on a small segment and build a simple retention plan for high-value buyers.
Lift average order value
Test bundles, thresholds, product pairings, and cart offers without damaging margin through over-discounting.
Turn your own screenshots into a simple gap summary.
Send Shopify, ads, refunds, discount, product, or fulfilment screenshots. We will identify the 1–2 biggest visible profit gaps and explain what to check next. No call required.
Request Free Gap Summary