01 · Scan
Scan
A LiDAR scan from an iPhone captures the room, its doors and the furniture in it, in about a minute.
Fit verification for enterprise retail and last-mile delivery
Know it fits before it ships.
LiftWise checks a big item against the customer's real doorway and room, from an iPhone scan, at checkout or before dispatch. The verdict comes with the measurement and the fix.
Runs on the phones your customers and crews already carry. No hardware.
Checked against their homeFits ✓
Oak armoire
72 × 24 × 84 in
Won't fit · 30″ hall doorThree-seat sofa
88 × 38 × 34 in
Fits · 4″ to spareFrench-door refrigerator
36 × 33 × 70 in
Disassemble · doors off75″ television
66 × 3 × 38 in
Tight · turn on the stairsSix-drawer dresser
60 × 20 × 34 in
Fits · upstairs bedroomTheir home · scanned once · stays on their phone
The cost of not knowing
Furniture comes back more than almost anything sold online: about 22.7% of orders, against a 19.3% average across categories, according to NRF and Happy Returns data. A big-and-bulky failure also costs a multiple of a parcel's: a two-person crew's round trip, a truck slot that could have carried a completed order, and an item that rarely resells as new. LiftWise moves the fit question from the doorstep to the checkout.
Choose your delivery
One engine, one page per kind of delivery.
Shipped
Home medical equipment
Beds, lifts and wheelchairs into patients' homes, right the first time.
Pilots openFurniture
Sofas, sectionals, beds and case goods, checked before checkout or dispatch.
Pilots openHome improvement
Appliances, vanities and big-and-bulky goods, checked before install day.
Pilots openMoving and storage
The big pieces, planned before moving day.
How it plugs in
Three ways in. The LiftWise app is here today; the SDK and the API are built with the first pilot partner, against their catalog and order flow.
| Where | How | What comes back |
|---|---|---|
| Today | The LiftWise app. The customer, an associate or the crew scans the room and checks the item. | The verdict and the delivery on the phone; a one-pager for the order. |
| Product page | SDK in your iOS app pilot. The shopper scans the room once. | A fit verdict before they buy. |
| Checkout or order entry | API call pilot with the SKU's dimensions and a scan reference. | Verdict and remedy attached to the order. |
| Dispatch | API pilot on orders flagged by size. | Crew size, disassembly and the route, on one page. |
How it works
Four steps, one phone, about two minutes from the front door to a verdict a crew can act on.
Your catalogDimensions ✓
Three-seat sofa
88 × 38 × 34 in · legs off
Oak armoire
72 × 24 × 84 in · one piece
French-door refrigerator
36 × 33 × 70 in · doors off
02 · Match
Match
The item's real dimensions come straight from your catalog, including how it comes apart.
TightFits through the 30″ doorway with 1″ to spare.
Take the door off its hinges for about 1-1/2″ more. 2 people.
Won't fitWon't turn into this living room with the console in place.
Move the console and it has its own spot.
03 · Verdict
Verdict
Fits, Tight, Disassemble or Won't fit, with the measurement and the remedy.
FitsTightDisassembleWon't fit
04 · Deliver
Deliver
The route through the room, the turn at the door, the spot it lands.
Built to pass a vendor review
Room geometry only
A scan captures the room's shape, not the people in it: walls, doors, openings and where the furniture stands. It stays on the phone until the owner deletes it; nothing is sent to LiftWise.
No customer identity required
Verdicts attach to your order ID, not to a person.
Nothing to host
Scans stay on the phone, protected by iOS device encryption. A pilot's API is scoped with the partner, hosting and encryption included, before any order data moves.
IP
U.S. patent application published (US 2026/0235410 A1), covering the spatial-fit and placement engine.
Where it's proven
Shipped in home medical delivery, where a bed that won't make the turn means a patient waits. Now opening enterprise pilots in retail and last-mile delivery.
FitsFits through the 30″ doorway with 4-7/8″ to spare
A live scan on an iPhone, start to verdict, in one take: the scan becomes a floor plan, the plan becomes the room, and the room gets its delivery through the real doorway.
Whole-home, multi-room routing: coming next.
Pilot it on one category
Pick your hardest-to-deliver category. We'll run the checks on real orders and measure what changes.
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