Web product · Computer vision · Controlled generative rendering
A paint visualization journey built for real customer spaces.
ASTACKRA translated the paint-visualization engine into a browser-based product flow: upload a room, identify the right surface, refine the selection, choose colour and finish, apply the transformation, compare and download.
The difficult part is not generating an image. It is preserving user control.
A useful paint visualizer must let the customer choose the intended surface, protect objects, keep the camera and room structure believable, and apply colour or finish without turning the experience into a black-box image generator.
Upload-first web experience
AI-assisted surface detection and editable masks
Colour and finish selection tied to the chosen surface
Controlled rendering with scene preservation
Before/after comparison and downloadable result
Customer workflow
A guided path from room photo to confident visual decision.
1. Upload & detect
The customer starts with a real interior image. The system identifies candidate wall surfaces while leaving room for correction.
2. Refine & choose
The selected surface can be refined before colour and finish are applied, preserving user intent rather than assuming it.
3. Render & compare
The chosen treatment is rendered against the original scene, followed by a comparison step and exportable result.
What ASTACKRA engineered
Surface intelligence
Segmentation and mask handling separate the target wall from furniture, décor and other protected scene elements.
Finish-aware rendering
The product supports controlled visual treatment so colour and finish are expressed as part of the experience rather than a flat overlay.
Responsive product UX
The flow is designed to remain understandable on desktop and mobile, with each decision occurring in a clear sequence.
Provider abstraction
The rendering workflow is structured so image-generation providers can evolve without redesigning the customer journey.
Object protection
Scene preservation is treated as a core product requirement because users lose trust when non-target objects change unexpectedly.
Commercial flexibility
The same architecture can support paint brands, finish manufacturers, retailers and other visual product-selection experiences.
Need customers to visualize a product before they buy?
ASTACKRA can design the interface, AI workflow and control layer around the visual decision your customers actually need to make.
Describe the workflow, website, customer journey or system your team has outgrown. You do not need a technical specification — we will shape the right first phase with you.
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