Discover

The Lab

Frontier image, floor plan and video models, built for real estate.

Pipeline

A studio you can program.

Create your own workflows - our GPUs, your pipeline.

Output

Real estate, reinvented.

From raw visuals to listing-ready content. In minutes, not weeks.

Enter the lab
020 / 358
AI LAB· Photo Enhancement

Listing photos,
naturally enhanced.

Studio-grade real estate photos from a single phone shot. Our AI applies HDR, corrects perspective, balances exposure and enhances color region by region. Every photo, on demand, indistinguishable from a pro shoot.

PERSPECTIVE · auto-correctedCOLOR · region-awareEXPOSURE · highlight recoveryDETAIL · upscaled 4×
x0.620y0.550r160
enhance-ai · v3.2·COMPARE
interior · 4K upscale·enhanced 1.18s·region-aware
drag inspect ·scroll zoom
Photos
2.4M
Avg. render
1.2s
Output
4K
Regions
24
Virtual stagingPhoto enhancementFloor plan generationVideo walkthroughsObject removalSky replacementVirtual stagingPhoto enhancementFloor plan generationVideo walkthroughsObject removalSky replacement
02 · Capabilities

Photo editing,
and everything around it.

01VIRTUAL STAGINGPROD
scene-aware · v3.2·generating · 0.00s
BEFORE
AFTER · Minimal beige
seed0x2F8A
stylemid-century
lightday
palette
+ around the editing engine4 APIs
02IMAGEPROD

Photo enhancement

HDR merging, auto white balance, perspective correction, neural relighting. Phone shots become listing-grade.

03INPAINTINGPROD

Object removal

Toys, cables, personal items. Out of frame, into the listing. Surface-aware, fully reversible.

04COMPOSITINGPROD

Sky & weather

Replace overcast skies, match shadows, recover the day. Time-of-day on demand.

● REC · 30 FPS
05VIDEOBETA

Video walkthroughs

Stable, narrated clips synthesized from photo sets. Camera path inferred, motion temporally coherent.

03· Workflow
Step 1 / 4·Capture
01Capture

Reality, sampled.

Photos, video, drone, lidar, floor plans. Collected by Backbone field teams or your own pipeline.

Inputs7 modalities
02Understand

Geometry & semantics.

Depth, surfaces, materials, room types, light estimation. The scene becomes structured data.

IoU0.91
03Generate

Edited. Staged. Rendered.

Diffusion + neural rendering conditioned on real geometry. No hallucinated walls. Brand-safe outputs.

Latency1.2 s
04Deliver

Built for every channel.

Portals, social media, brochures, your website. More formats, more leads.

SLA99.9%
0 CAPTURES / SCENE
DEPTH MAP · 0% CONFIDENT
DIFFUSION STEP 0 / 28
0 ASSETS DELIVERED
Capture
01 / 04
Pipeline
0%
04· Floor plan
Drafting walls·0%

Beyond the 2D plan.

Transform standard 2D plans into engaging content. 3D Renders, video walkthroughs, branded layouts - all from a single capture.

KITCHENMASTERBATHCLOSETLIVING · DININGBEDROOM 23.40 m2.75 m2.65 m3.00 m3.25 mN1m
drag·⌘+wheel
FP-V3 · 0/36s
Accuracy
± 2 cm
Avg time
13.4 s
Formats
3D · video · 2D
Trained on
12k scans
Build
0%
05· Workflows
Composing request·0%

Nodes & workflows,
customized to client's needs.

Compose custom workflows from atomic nodes: capture, segmentation, conditioning, generation, compositing. Generate hundreds of brand-tailored outputs through one streaming API.

● bkbn/staging-v2.4·8 nodes
SIM0%
INPUT · IMAGESEGMENT ROOMSDEPTH ESTIMATEMASK FURNITURECONDITION STYLEGENERATORCOMPOSITINGOUTPUT · 4K
API · /lab/v1
0 / 27
# run any workflow as a single streaming call
POST /lab/v1/workflows/staging-v2.4/run
host: api.bkbn.com
accept: text/event-stream
 
{
"input": "https://cdn.bkbn.com/listings/8472/raw.jpg",
"params": {
"style": "scandi-warm",
"keep_geometry": true,
"resolution": "4k"
}
}
 
← 202 Accepted · streaming
 
event: node.start { "id": "segment_rooms" }
event: node.done { "id": "segment_rooms", "ms": 312 }
event: node.start { "id": "mask_furniture" }
event: node.done { "id": "mask_furniture", "ms": 184 }
event: node.start { "id": "condition_style" }
event: node.done { "id": "condition_style", "ms": 96 }
event: render.progress { "step": 28, "total": 28 }
event: result
{ "url": "https://cdn.bkbn.com/listings/8472/staged.jpg", "ms": 1244 }
 
# done · 1.24s
Run
0%
06 · Contact

Build something
with us.