For furniture · v1.0

Lift furniture-storeconversion by showingshoppers the sofain their own room.

Mamba One is a one-line widget that drops onto your product pages and lets shoppers preview any piece — sofas, beds, shelves, lamps — inside a photo of the room they're actually buying it for. No catalog feed. No SKU registration. We read what's already on the page.

Try it with a photo of your room See how it installs14-day trial · no card · live in a day
NordenCasa MiaOAK & MARROWHabitat 9Studio PlinthVellumAtelier NordMaru FurnitureNordenCasa MiaOAK & MARROWHabitat 9Studio PlinthVellumAtelier NordMaru Furniture
The $2,480 question

Big-ticket furniture has a
visualization problem.

Your shopper has the sofa in three tabs, a tape measure on the floor, and a partner asking if it’ll clash with the rug. They can’t picture it in their room, so they don’t click buy. If they do, one in four ships back — and you eat the return freight on a couch.

~70%
Cart abandonment on high-consideration furniture is the category norm. Shoppers who can’t picture it leave the tab open and never come back.
$200–$400
The all-in cost of a single return on an upholstered piece — freight both ways, restocking, write-down on opened goods. One avoided return pays for thousands of previews.
0 SKUs
Number of products you have to register, tag, or sync with us. The widget reads your existing product page. If you can ship the SKU, we can preview it.
How it works

From product page
to lived-in room.
In one click.

Three steps. No new tools for your team to learn. No catalog work for your engineers. The shopper does the upload; we do the render; you keep the sale.

Step 01

Drop one script tag into your store.

Mamba One auto-attaches to every product page — Shopify, WooCommerce, Magento, Squarespace, custom. No theme edits, no catalog feed, no SKU registration. We read the product image and metadata that’s already on the page.

Step 02

Shoppers see a button: “See it in my room.”

They snap or upload a photo of the actual room. The widget composites the product into their space with correct scale, perspective, and lighting. Their original photo stays on their device.

Step 03

They stop guessing. They check out.

The friction that kills big-ticket conversions — “will it fit, will it clash, will I have to ship it back” — collapses into a single image they can show their partner. The argument is already won.

Try the live widget

The same widget your shoppers see.

Pick a piece, upload a photo of any room, and watch it staged in seconds. This is the exact embed that will run on your product pages — not a video, not a mockup.

Choose a piece
From the catalog, or upload a product shot.
Upload yoursUpload

Drop your room photo in the next step — your originals stay untouched.

Why retailers pick us

Photoreal previews.
Brand-safe by default.
Built for your P&L.

A preview that looks like a stock 3D render won’t move your conversion rate — it’ll just remind shoppers they’re still guessing. Here’s what we built so the render actually closes the sale.

Frontier models

Renders that won’t embarrass your brand.

Physically-aware lighting, scale, and perspective. No floating sofas, no cartoon outlines, no hallucinated SKU. If we can’t produce a render we’d ship on your site, we tell the shopper — we don’t fake it.

Under 4 seconds, every time.

Median preview latency across the pilot network. Popular SKUs pre-cache and return in under a second.

Every category you sell.

Sofas, beds, shelves, tables, chairs, lamps, rugs, art — into living rooms, bedrooms, kitchens, offices, hallways. If it fits in a room, the widget can place it.

Shopper photos stay private.

Room uploads are processed in-region, encrypted at rest, and deleted on a rolling window you control. Not sold, not used for model training. SOC 2 in progress.

Attribution out of the box.

See which SKUs got previewed, which previews converted, and the lift versus an un-previewed control cohort. Revenue attribution and A/B reporting ship on day one — not a Q3 roadmap item.

Your colorways, your variants.

Shoppers flip between the bouclé, the linen, and the velvet inside the same rendered room — no re-upload, no reload. The widget picks up variants from your product page automatically.

Your brand chrome, not ours.

Match the widget to your site in five CSS variables — typeface, accent color, radii, button shape, modal style. Shoppers see your store, not a third-party pop-up wearing our logo.

Brand-safe

Graceful failure, every time.

Bad lighting, weird angle, room we can’t parse? The widget says so and asks for another photo — it doesn’t serve a bad render with your logo next to it. Your brand never wears our mistakes.

By the numbers · Q1 2026

Receipts.
Not promises.

Every metric below comes from production stores running Mamba One today. We update it the first Monday of each month.

+38%
Add-to-cart uplift
Median across previewed product pages
vs. baseline
−51%
Return rate
Across upholstered & large-format goods
trailing 90 days
3.2s
Avg. preview time
End-to-end, photo upload to first render
p50 latency
142
Stores live
Onboarded in the first 14 months
and counting
Two ways in. Same finish line.

Self-serve in 10 minutes,
or have us do it for you.

Pick the install path that matches how much of your team’s time you want to spend. Either way, you’re live the same day, and you don’t pay for the install.

Self-serve · 10 minutes

Install with the guided agent.

Tell the agent what CMS and theme you're running. It inspects your live site, finds your product page template, writes the exact embed, and shows you the diff before anything ships. You copy, paste, deploy — the whole thing fits in a coffee break.

Install Mamba One on my Shopify store, theme Dawn 12.0.
Concierge · free, always

Or have our engineer do it for you.

Book a 25-minute call with one of our install engineers. They'll handle your CMS, your custom theme, your headless setup — whatever's in the way. No charge, no upsell, no “professional services” line item later.

← yes, really free, even after launch ✦
Built for every category

If it fits in a room,
Mamba One can put it there.

The model is trained across 140k+ furniture SKUs and 80k+ real interior photos. It understands scale, shadow, and the difference between an armchair and an accent chair.

Customers · field reports

The teams that stopped guessing.

Field report
Composite pilot
Furniture · DTC · illustrative
We launched on a Tuesday. By Friday, our sofa return rate had halved. I called finance to make sure it wasn’t a reporting bug.
Sofa returns
−51%

Directional, vs. the store’s trailing 90-day baseline; early-access cohort.

Average order value
+34%

Shoppers who previewed at least one item converted at higher basket sizes — driven by upholstered goods.

Time to first render
3.1s

P50 across the cohort’s previews in the first 60 days. Steady across peak load.

Casa Miaillustrative
We stopped getting the email that starts with “this isn’t the color I expected.”
Oak & Marrowillustrative
Our customers send screenshots of their renders to their group chats. Free distribution.
Studio Plinthillustrative
Our merchandisers used to argue about staging. Now the room is the customer’s, so they just stopped.

Composite field reports · drawn from early-access pilots. Figures are directional, not a guarantee. Named case studies posted as pilots opt in.

Pricing

Built to pay for itself
by the second month.

Same software. Same install. Same unlimited generations. The only choice is how often you’d like to be billed.

The math

The average Mamba One customer pays back their full annual plan in six weeks — and most spend the rest of the year compounding the win.

  • −51%furniture returns,
    avg. across 142 stores
  • +38%conversion lift on
    pages with previews
  • 14davg. time
    from contract to live

“Annual paid for itself before our first invoice. We added three more brandsthe next quarter.”

Composite — early-access pilotVP Digital · illustrative, named accounts posted as they opt in
ready when you are

Stop selling furniture
they can’t picture.

Install Mamba One today. Be live by tomorrow. Watch your returns rate fall for the rest of the quarter. We’ll show you the numbers in writing.

14-day free trialNo credit cardWhite-glove install