V0.1Building in private with selected partners

The intelligence layer
for professional
resale.

Refit is proprietary infrastructure for professional resellers of women's clothing — turning what the seller already has into complete, publication-ready listings for the marketplaces they use.

Complete drafts
Fewer manual fields
Same 1st & 100th
Consistent at volume
Seller-approved
Always reviewed
refit · listing workflow
live
1Source information
2Structured intelligence
3Marketplace fit
4Review
Source information
Available to Refit
Primary garment photograph available to Refit
Primary photograph+3 photos
Detected sources
  • Product photographs
  • Brand label
  • Care label
  • Seller notes
Structured product intelligence
waiting for inputs
  • Brand
  • Category
  • Material
  • Colour
  • Size
  • Style
  • Condition
Marketplace requirements
All satisfied
  • Depop5 photos · brand · size
  • eBayCategory · attributes
Ready for seller review · 1 draftpublish when approved
Structured product dataMarketplace-native listingsImage enhancementLabel intelligenceComposition & careCondition gradingWorkflow orchestrationSeller-reviewed outputStructured product dataMarketplace-native listingsImage enhancementLabel intelligenceComposition & careCondition gradingWorkflow orchestrationSeller-reviewed outputStructured product dataMarketplace-native listingsImage enhancementLabel intelligenceComposition & careCondition gradingWorkflow orchestrationSeller-reviewed output
01 · Positioning

Not another listing tool.
Operational infrastructure
for recommerce.

Professional resale has become a global industry, but inventory still moves through fragmented, manual workflows.

Refit transforms fragmented seller information into trusted, marketplace-ready intelligence—structuring inventory, enriching product data and orchestrating the seamless flow of high-quality listings between sellers and marketplaces.

02 · The Refit Intelligence Engine

The proprietary infrastructure
every listing flows through.

The Intelligence Engine is the core of Refit. Every capability on this page — structured records, image enhancement, marketplace-native output — is powered by the same underlying system. Sellers do less repetitive work, teams publish with more confidence, and quality holds as volume grows.

Sellers
  • Professional resellers
  • Consignment stores
  • Brand recommerce
Refit Intelligence Engine
Proprietary infrastructure resolving every listing into a single, publication-ready record.
  • Structured product intelligence
  • Image enhancement
  • Marketplace-native validation
Marketplaces
  • Depop
  • eBay
Focused integrations · more later
01
Complete product records
Every listing arrives with brand, category, composition, size, condition and colour populated — nothing left blank for the seller to chase.
02
Marketplace-ready by default
Depop and eBay each receive a listing shaped to their schema, with the fields, taxonomy and photographs their platform expects.
03
Consistent quality at volume
The tenth listing of the day reads like the first. Attribute quality, tone and image treatment stay coherent across the entire catalogue.
04
Seller stays in control
Refit drafts. The seller approves. Every attribute is traceable to its source and every listing is reviewed before it publishes.
Proprietary · human-reviewed · built for women's clothing
03 · Platform

One platform across the entire resale workflow.

01 · Prepare

From seller inputs to a publication-ready draft.

Refit combines product photographs, brand and care labels, and seller knowledge into a structured listing draft — reviewed, never written blindly, by the seller.

listing · draft
Ivory silk blouse listing
Title
Ivory Silk Blouse — Long Sleeve, Button-Front
Structured
Brand
Equipment
Verified
Category
Tops › Blouses
Classified
Composition
100% silk
Verified
Size
AU 10 · S
Normalised
Condition
Excellent pre-owned
Graded
Colour
Ivory
Standardised
02 · Manage

A single source of truth for inventory.

One canonical record per garment, versioned and enriched. Statuses, locations, pricing and marketplace presence stay coherent across every surface.

inventory · canonical view
SKU
Item
Status
Chan.
Price
RF-000481
Equipment Silk Blouse · AU 10
Live
2/2
A$185
RF-000480
Zimmermann Linen Midi · AU 8
Live
2/2
A$260
RF-000479
Country Road Denim Jacket · AU 12
Live
1/2
A$95
RF-000478
Bassike Merino Knit · AU S
Draft
0/2
A$140
RF-000477
Gorman Cotton Sundress · AU 10
Sold
1/2
A$110
03 · Distribute

Every marketplace, one operational workflow.

Refit maps canonical attributes into each marketplace's schema — starting with Depop and eBay — and keeps state consistent across both.

cross-marketplace · sync
RF-000481 · Equipment Silk Blouse · AU 10
v.7
  • De
    Depop
    Synced
    just now
  • eB
    eBay
    Syncing
    in progress
04 · Operate

Repetition, quietly removed.

Bulk edits, price adjustments, cross-listings, delistings and quality checks handled as background operations instead of manual work.

listing · review queue
Silk blouse listing
RF-000481 · Equipment Silk Blouse · AU 10
Draft ready · awaiting seller review
Publication-ready
Composition missing on care label photo
1 fieldFor seller
Confirm measurements added to description
Bust · waist · lengthFor seller
Marketplace validation passed
Depop · eBayReady
Photograph enhancement complete
5 of 5 imagesReady
04 · Image enhancement

Enhance the photograph.
Never alter the garment.

Refit does not require studio photography. The Intelligence Engine improves lighting, framing and colour accuracy, and cleans the scene around the garment — while preserving the piece exactly as it was shot. Wrinkles, drape, fit and condition are never touched.

original ↔ refit enhanced
drag
Refit-enhanced listing photograph
Original seller photograph
OriginalRefit
Applied
Better photography. Same garment.
  • Lighting
    Warmer cast neutralised toward daylight
  • Background
    Everyday setting quieted to a soft neutral
  • Framing
    Consistent crop across every photograph in a listing
  • Colour accuracy
    White balance matched to the true garment
  • Fidelity
    Wrinkles, drape, fit and condition preserved exactly
Refit enhances how the photograph is presented. It never alters the garment, invents detail or flatters condition.
05 · Ecosystem

Built to complement the resale marketplaces sellers already use.

Refit is not a marketplace. It's the operational layer sitting between professional sellers and the platforms they already list on — improving the quality of listing data flowing into every marketplace, and keeping it consistent over time.

Sellers
  • Professional resellers
  • Consignment stores
  • Brand recommerce
  • Vintage boutiques
Refit
Operational layer between sellers and marketplaces.

Every listing that flows through Refit arrives on the marketplace as a complete, native record — and stays coherent as inventory changes.

Marketplaces
  • Depop
  • eBay
Focused integrations · more later
Actively in conversation with marketplace teams · authorised integrations
06 · Founder philosophy

How we think about building this.

Refit is being built with the belief that the recommerce economy deserves the same quality of underlying software as any other serious industry. These are the principles we return to when the work gets hard.

01
Infrastructure over features
We're building the layer that other software depends on. Reliability, latency and data quality are the product — not a checklist of surface features.
02
Data quality over automation
Automation only compounds if the underlying data is correct. Refit invests in the structured layer first and automates on top of it, never the other way round.
03
Seller control over black-box AI
Refit drafts. Sellers approve. Every extraction shows its source, every automation is auditable, and every listing is reviewed before it publishes.
04
Enhance the photograph. Never alter the product.
Lighting, framing, background and colour accuracy are fair game. Wrinkles, drape, fit and condition are not. A buyer must receive exactly the garment they saw.
05
Marketplace collaboration
We complement marketplaces, we do not replace them. Authorised integrations, marketplace-native schemas, and long-term platform partnerships — starting with Depop and eBay.
06
Operational excellence
Professional resale runs on operations. We ship into real workflows with real inventory volumes — and hold ourselves to the standards those teams already meet.
07
Category depth
Purpose-built understanding for women's clothing. Depth in one category first, before any temptation to widen the surface.
08
Long-term over launch
The recommerce economy will be around for decades. We build software worth trusting for that long — not for a launch week.
07 · Partner with Refit

Building the foundational software for the future of recommerce.

If you operate a professional resale business in women's clothing, or you're building a marketplace and want to work with better inventory data — we'd like to hear from you.

partners@refitplatform.com