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
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-correctedEXPOSURE · highlight recoveryDETAIL · upscaled 4×
x0.620y0.550r185
enhance-ai · v3.2·COMPARE
interior · 4K upscale·enhanced 1.18s
drag inspect ·scroll zoom
Photos
2.4M
Avg. render
7.2s
Output
4K
Regions
24
Virtual stagingPhoto enhancementFloor plan generationVideo walkthroughsObject removalSky replacementVirtual stagingPhoto enhancementFloor plan generationVideo walkthroughsObject removalSky replacement
02 · Models

Photo editing,
and everything around it.

01Virtual stagingPROD
scene-aware · v3.2·processing · 0.00s
BEFORE
AFTER · Virtual staging
seed0x2F8A
stylescandi
lightday
palettewarm
+ around the editing engine4 APIs
● REC · 30 FPS
05VIDEOBETA

Photo to video

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

06OUTDOORPROD

Outdoor staging

Furnish patios, terraces and gardens. Weather-aware lighting, season-matched plants, shadows preserved.

07FLOOR PLANPROD

Floor plan 2D to 3D

Lift flat layouts into navigable 3D scenes. Walls, doors and furniture inferred from a single capture.

KITCHENMASTERBATHCLOSETLIVING · DININGBEDROOM 23.40 m2.75 m2.65 m3.00 m3.25 mN1m
drag·⌘+wheel
FP-V3 · 0/36s
08FLOOR PLANBETA

Floor plan to video

Turn any floor plan into a cinematic walkthrough. Camera path generated, transitions room by room.

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 your needs.

Compose custom workflows from atomic nodes and generate hundreds of brand-tailored outputs through one streaming API.

● bkbn/indoor-staging·8 nodes
SIM0%
INPUT · IMAGESEGMENT ROOMSDEPTH ESTIMATEMASK FURNITURECONDITION STYLEGENERATORCOMPOSITINGOUTPUT · 4K
API · /v1
0 / 27
# run any workflow, stream its progress
POST /v1/workflows/indoor-staging/run
host: api.bkbn.ai
x-api-key: sk-••••••••
 
{
"inputs": {
"image": "sha256:8f3a91c2…",
"prompt": "scandinavian living room"
}
}
 
← { "success": true, "jobId": "f1ce308d…", "status": "queued" }
 
GET /v1/jobs/f1ce308d…/events
accept: text/event-stream
 
event: snapshot { "status": "pending" }
event: progress { "stageLabel": "Removing furniture…" }
event: progress { "stageLabel": "Staging room…" }
event: completed
{ "outputs": { "image": "sha256:26fa9180…" } }
 
# download the result
GET /v1/assets/sha256:26fa9180…/raw
 
# done
Run
0%
06 · Contact

Build something
with us.