Vision-LLM · FLUX.1 Fill · Imagen 3

Generative AI Interior Staging & Precision Image Inpainting

Transform empty or outdated rooms into luxury furnished spaces with Vision-LLM analysis and FLUX.1 Fill / Imagen 3 inpainting.

Launch Staging WorkspaceView Architecture & API Specs
Same room staged in Scandinavian style
Empty unfurnished living room
OriginalStaged

Drag the handle — raw capture vs. staged Scandinavian output

Inpainting Pipeline

Five deterministic stages, one FastAPI contract

Every generation request runs the same auditable pipeline — EXIF-safe normalization, structured Vision-LLM analysis, Gaussian mask feathering, engine execution, and color-space blending.

  1. STEP 01

    Reading EXIF & Normalizing Image Resolution (OpenCV/PIL)...

  2. STEP 02

    Vision-LLM Room Analysis (Gemini 3.5 Flash JSON Output)...

  3. STEP 03

    Applying Gaussian Blur Kernel to Alpha Mask...

  4. STEP 04

    Executing FLUX.1 Fill Inpainting Model API...

  5. STEP 05

    Blending Color Spaces & Generating Staged Output...

API Specs

FastAPI backend architecture

Pydantic v2 contracts for room analysis, mask processing, and inpainting execution. Open the drawer for full OpenAPI schemas and client snippets in Python, Curl, and React.

POST/api/v1/analyze-room

Vision-LLM room analysis returning structured JSON

POST/api/v1/process-mask

PIL/OpenCV EXIF transpose, normalization & Gaussian mask feathering

POST/api/v1/inpaint-staging

Generative inpainting execution with engine fallback

Showcase

Trusted by agents & designers

  • Before staging: Vacant apartment → ScandinavianAfter staging: Vacant apartment → Scandinavian

    Vacant apartment → Scandinavian

  • Before staging: Bare bedroom → Warm neutralAfter staging: Bare bedroom → Warm neutral

    Bare bedroom → Warm neutral

  • Before staging: Shell unit → Modern LuxuryAfter staging: Shell unit → Modern Luxury

    Shell unit → Modern Luxury

  • Before staging: Empty lounge → JapandiAfter staging: Empty lounge → Japandi

    Empty lounge → Japandi

  • Before staging: Raw space → MinimalistAfter staging: Raw space → Minimalist

    Raw space → Minimalist

  • Before staging: Loft shell → IndustrialAfter staging: Loft shell → Industrial

    Loft shell → Industrial

  • Before staging: Vacant apartment → ScandinavianAfter staging: Vacant apartment → Scandinavian

    Vacant apartment → Scandinavian

  • Before staging: Bare bedroom → Warm neutralAfter staging: Bare bedroom → Warm neutral

    Bare bedroom → Warm neutral

  • Before staging: Shell unit → Modern LuxuryAfter staging: Shell unit → Modern Luxury

    Shell unit → Modern Luxury

  • Before staging: Empty lounge → JapandiAfter staging: Empty lounge → Japandi

    Empty lounge → Japandi

  • Before staging: Raw space → MinimalistAfter staging: Raw space → Minimalist

    Raw space → Minimalist

  • Before staging: Loft shell → IndustrialAfter staging: Loft shell → Industrial

    Loft shell → Industrial

Pricing

Scale from prototype to portfolio

Starter

$0

Evaluation & prototyping

  • 20 stagings / month
  • FLUX.1 Fill engine
  • 1024px output
  • Community support
Start staging

Studio

Popular

$49

Per seat / month

  • 500 stagings / month
  • All engines incl. Imagen 3
  • 2048px high-res output
  • Vision-LLM auto-masking
  • Priority queue
Start staging

Enterprise

Custom

Volume & on-prem

  • Unlimited pipeline runs
  • Self-hosted SD Inpaint
  • SLA + dedicated support
  • Custom style presets
Contact sales