Product workflowInterior design intelligence

From inspiration to an accurate, editable room.

Start with a photograph or a hand-drawn sketch. Confirm every important decision. Finish with a dimensionally grounded 3D room built from products the designer can confidently purchase.

  • Dimensionally accurate
  • Designer-approved
  • Editable in 3D
  • Purchasable products

01 / End-to-end flow

Two ways in. One verified path forward.

The entry experience changes, but both stories converge before product sourcing. Human confirmation is the control point that turns inference into an approved design input.

Path A begins with an inspiration photo and detects room elements. Path B begins with a hand sketch and style description, preserves the layout, and creates a styled concept. Both paths converge at designer confirmation, then proceed through product search, selection, dimensional verification, product-view preparation, 3D asset generation, room assembly, and final designer review.

Phase 01 Choose an input
A

Photo-led workflow

Inspiration image

  1. 01 Upload inspirationPhoto, screenshot, or saved reference
  2. 02 Understand the sceneDetect room elements and design items

Output: proposed item list + inferred room structure

B

Sketch-led workflow

Sketch + style brief

  1. 01 Upload the sketchHand-drawn room and furniture layout
  2. 02 Preserve geometryKeep the room shape and product placement
  3. 03 Apply the styleCreate a styled concept from the written brief

Output: styled concept + preserved spatial intent

Required checkpoint

Designer confirms the design intent

Items · layout · room measurements · corrections

Phase 02 Shared product intelligence
  1. 01

    Search visually

    Find exact products first, then visually similar alternatives.

    Exact + similar
  2. 02

    Compare the market

    Apply the designer’s country, currency, supplier, availability, and price settings.

    Price-ranked
  3. 03

    Select products

    The designer accepts the exact match or chooses a suitable alternative.

    Human-selected
  4. 04

    Verify dimensions

    Extract H × W × D, prioritizing supplier specifications over estimates.

    Source-ranked
Phase 03 Prepare product assets
01

Collect product views

Front, side, angled, rear, and top views where available.

Coverage check Enough views?
Yes Continue No Generate missing views
02

Complete the view set

Use generated views as internal reconstruction inputs when source views are missing.

03

Create the 3D asset

Generate product geometry constrained to confirmed H × W × D.

Phase 04 Assemble and refine the room
01

Reconstruct geometry

Build the room shell from confirmed measurements.

02

Place selected products

Preserve the approved layout and real dimensions.

03

Review and edit

Move, rotate, add, remove, or replace products.

Final outcomeDesigner-owned

One trusted working model

Accurate, editable 3D room

Built from confirmed geometry, selected purchasable products, and retained evidence.

  • Styled visual
  • Product schedule
  • Editable 3D scene
  • Export format TBD

02 / Product stories

The same destination, from two creative starting points.

Each story preserves the designer’s authority while automating discovery, evidence gathering, and scene production.

Story A Photo-led

Recreate a room from visual inspiration

As an interior designer, I want to upload a photograph of an interior I like so that the app can recreate its design using products I can confidently purchase.

Acceptance criteria

  • The app detects individual furniture, lighting, décor, and relevant room elements.
  • The designer can correct, remove, or add detected items before sourcing begins.
  • Search results distinguish exact matches from similar alternatives.
  • Every result retains supplier, link, price, availability, dimensions, and confidence.
  • Results follow the designer’s market settings and can be sorted by price.
  • Selected products are converted into dimension-constrained 3D assets.
  • The designer confirms room measurements before the result is considered accurate.
Story B Sketch-led

Develop a room from spatial intent

As an interior designer, I want to upload a hand-drawn room sketch and describe the desired style so that the app can turn my concept into an accurate, editable, purchasable room design.
Non-negotiable Room geometry and furniture placement remain faithful to the sketch.

Acceptance criteria

  • The app interprets room geometry, openings, furniture, and intended placement.
  • Missing measurements are requested before dimensional accuracy is claimed.
  • The styled concept preserves confirmed geometry and spatial relationships.
  • The designer approves the concept before product sourcing begins.
  • Conceptual items enter the same exact-or-similar search workflow as Story A.
  • Selected products replace concepts without changing the approved layout.
  • The completed room remains fully editable.

03 / Trust model

Accuracy is earned, not implied.

Every dimension and match keeps its provenance. Automatic inference can propose; only stronger evidence or designer confirmation can approve.

  1. 01
    Verified supplier specificationHighest-priority dimensional source
  2. 02
    Product documentationTechnical sheets and authoritative listings
  3. 03
    Combined visual estimateAccepted only with an explicit confidence level
  4. 04
    Designer correctionRecorded as the approved project value

04 / Definition of done

The workflow is complete when…

01

Products are confirmed

Every included item was selected or accepted by the designer.

02

Dimensions are sourced

Every H × W × D value retains its source or confidence level.

03

The room is measured

The model has enough confirmed measurements to support its accuracy claim.

04

Evidence stays attached

Supplier listings, availability, and product links remain accessible from the scene.