Start with the file you have
A supplier CSV with product titles and, where available, descriptions. Keep your existing product identifiers and source columns.
FOR FURNITURE CATALOG TEAMS
Give every
product a place.
Supplier files arrive. Category work piles up. Modelza suggests furniture categories from your CSV, so your team can review the decisions and move forward.
Free 10–20-row fit check. No integration needed.
supplier_september.csvINCOMING SUPPLIER FILE
SKUFRN-1042
Product titleHaven 3-seat linen sofa
CategoryNot assigned
A SUGGESTION, READY TO REVIEW
Sofas
Your categories. Your final say.
Illustrative example
Built for the work between file and storefront
↳ CSV in◎ Human review↗ Approved CSV out
THE SMALL TASK THAT FILLS A BIG SPREADSHEET
New supplier.
Same category work.
Different names. Inconsistent labels. Rows that don’t fit. Every incoming furniture list can mean another round of decisions before your catalog is ready for the next step.
Review a first pass
Get suggestions for supported furniture categories. Confirm them, make corrections, or set aside products that need more attention.
Keep the decisions visible
Receive approved rows plus a decision log. Know what was accepted, changed, or excluded before the file moves on.
LESS ABSTRACT. MORE SPREADSHEET.
See what changes.
One small furniture file, from incoming rows to a reviewed handoff.
The supplier’s original rows
Useful product information. No consistent categories yet.
| Supplier SKU | Product title | Supplier category |
|---|---|---|
| FRN-1042 | Haven 3-seat linen sofa | Living collection |
| FRN-1043 | Ash round dining table | New arrivals |
| FRN-1044 | Milo upholstered dining chair | Seating |
| FRN-1045 | Harper storage bench | Home essentials |
| FRN-1046 | Handwoven wool area rug | Accessories |
Review the category decisions
Try approving a suggestion. Ambiguous and unsupported products stay out of the approved file.
| Product | Suggested category | Your decision |
|---|---|---|
| Haven 3-seat linen sofa | Sofas | |
| Ash round dining table | Tables | |
| Milo upholstered dining chair | Chairs | |
| Harper storage bench | Category needs clarification | Set aside for review |
| Handwoven wool area rug | Outside current scope | Excluded |
A handoff with the context intact
Approved categories in one file. A separate log accounts for every row.
Approved products
Original sample columns + your approved category.
Decision log
All 5 sample rows, including pending and excluded products.
Illustrative data and preset suggestions, not a live model prediction. This demo runs in your browser. Nothing is uploaded.
A SMALL START. A USEFUL ANSWER.
Let your real file
make the case.
Before a bigger commitment, we check the fit and measure the work with your team.
Talk through your file- 01
Check the fit
Start with 10–20 representative rows and your desired categories. We check what the current model supports and agree on any gaps.
FREE INITIAL CHECK - 02
Run a scoped pilot
Agree on one supplier CSV, a category mapping, the review process, and a fixed quote. Your team reviews suggestions before anything is approved.
- 03
Measure. Then decide.
Compare total review time and category corrections against your current process. Continue only if the result is useful for your team.
FOR THE PEOPLE BEHIND THE CATALOG
A practical extra pair of hands.
Furniture retailers
Bring order to recurring supplier lists before your team prepares products for the store.
Catalog & merchandising teamsEcommerce agencies
Add a supervised category pass to a furniture migration or catalog cleanup project.
Delivery & migration teamsFurniture distributors
Map supported products into agreed broad categories while preserving supplier identifiers.
Product data & operations teamsFOCUSED ON ONE PART OF THE JOB
Clear scope.
No black box handoff.
Modelza’s current service centers on broad furniture category decisions. We’ll tell you where your file fits before a pilot begins.
Category suggestions, reviewed by peopleA small, specialized model supports 16 broad furniture and home categories. Suggestions need human review.
A file your team can work withApproved CSV rows, retained source columns, and a decision log. Category labels can be mapped where the underlying category is supported.
Your existing workflow takes it from therePublishing, product copy, images, pricing, inventory, and direct store integrations are outside the current service. Rugs, mattresses, and other unsupported products need a separate process.
A FEW GOOD QUESTIONS
Before we start.
Is this a tool or a managed service?
Modelza is a managed catalog classification service. Each pilot has an agreed supplier file, category mapping, and review process. Your team reviews suggestions before receiving an approved CSV and decision log.
Will it work with our exact category tree?
We check that first. The current model supports 16 broad furniture and home categories. We can rename or group supported labels to match your workflow; a deeper taxonomy or new product type may need additional work and is not automatically supported.
How much time or money will we save?
We don’t have a universal savings number. Your mix of products, current process, and review needs determine the result. A pilot compares the complete workflow, including human review and corrections, with your current process.
Do we need to connect our store?
No. The current workflow starts and ends with CSV files. Your team or agency handles any store import, field mapping beyond agreed categories, and publishing. We don’t need your ecommerce login for the initial fit check.
What should we send for the first conversation?
Tell us about your product types, approximate monthly row count, and how categories are assigned today. We’ll agree on sample sharing before you send data. Use a sanitized sample you’re authorized to share, without customer, payment, or other personal data.
LET’S START WITH YOUR SPREADSHEET
One file.
A clearer next step.
Tell us what comes in, how you categorize it today, and where it gets stuck. We’ll see whether Modelza fits.
Email us about a fit check