01
Bridge the Gap Between RMAs and Merchandising
Stop letting valuable customer fit feedback die in return portal CSVs. Turn unstructured buyer comments into ranked merchandising actions.
← All appsReturn-to-Fix Overview
01 / PRODUCT OVERVIEW · Operations & growth
Turn recurring return reasons into concrete PDP fixes.
Return reasons sit in helpdesk tickets and RMA exports instead of driving timely sizing, fit-guide and copy updates on product pages.
Early access — concierge onboardingWho this is for
Apparel, footwear and merchandising teams tackling sizing or expectation-driven returns.
How it works in practice
Cluster return reasons and customer notes by SKU and variant, linking recurring fit or expectation issues directly to recommended PDP copy, size-guide and imagery updates for your team to approve.
KEY OPERATIONAL BENEFITS
Why teams onboard Return-to-Fix
02
Evidence-Backed PDP & Fit-Guide Updates
Every recommendation includes order volume, return rate delta, verbatim customer quotes and the exact PDP block (fit note, size chart, gallery caption) to update.
03
Statistical Guardrails Against Over-Reacting
Low-sample SKUs are explicitly marked so your team never changes a bestseller’s sizing guidance based on two outlier returns.
SAMPLE WORKFLOW INSPECTOR
Read-first guardrails active
Return-to-Fix / sample exception & output view
| Item / Record | Rule Observation | Decision Status |
|---|---|---|
| Linen shirt | Repeated sleeve-length feedback | Review copy |
| Trail boot | Limited fit feedback | Low volume |
| Cotton tee | Composition wording unclear | Review detail |
THE OPERATIONAL SHIFT
Before vs. after Return-to-Fix
Without Return-to-Fix · Manual status quo
Where your team loses hours
- Return portal exports only show generic buckets like 'Too small' with customer notes ignored.
- Merchandisers find out a jacket runs narrow only at the end-of-season post-mortem after 35% returns.
- Copywriters don’t know which 15 SKUs in a 600-SKU catalog urgently need fit callouts.
With Return-to-Fix · Agreed workflow
How your workflow runs after onboarding
- Free-text RMA notes and reason codes are clustered by style, color and size variant.
- Mid-season alerts highlight SKUs where specific sizing or expectation issues cross your threshold.
- Your team gets ready-to-approve PDP fit callouts backed by real buyer evidence.
What we configure during onboarding
Return reasons export, affected product links and order/return volumes for your priority category.
Fast-track setup: request a guided onboarding call when you apply so we can configure your rules and mappings without requiring production credentials upfront.
Operational guardrails
Every copy or sizing change stays under merchant review — nothing is auto-published to your storefront without approval, and low-sample SKUs are explicitly flagged.
Common questions
How does concierge onboarding work?
Rather than dropping you into a generic self-serve setup, we configure rules, field mappings and exception thresholds directly against your store’s workflow before you go live.
Will requesting access create a charge?
No. Requesting access starts your onboarding review. Any paid deployment begins only after you approve the exact scope, deliverables and fee.
Do we need to grant full Shopify admin access right away?
No. Initial rule calibration works with standard exports or a live workflow walkthrough. Marketing updates are completely separate and optional.
MORE IN OPERATIONS & GROWTH
View all Operations & growth apps ↗
Pair Return-to-Fix with related workflows
B2B PO Intake
Convert wholesale PDF and spreadsheet POs into clean draft orders.
✓ Structured PO lines ready for review
Profit-aware Merchandising
Rank merchandising and campaign actions by true contribution margin.
✓ Cut ad spend on margin-negative SKUs
Sell-through Merchandising Agent
Move seasonal and aging stock without defaulting to blanket markdowns.
✓ Exposure-first sell-through queue