Why Generic AI Tools Fail Here
The Stochastic Drift Bottleneck
Pure 3D agencies take 3 weeks just to show two design directions, while AI-only artists deliver pretty pictures that contractors cannot physically build.
08 · Spatial & Flagship Retail
3D Retail Display, Window Installation & Pop-Up Design
Ideated in generative AI. Engineered in 3D CAD for real fabrication.
Executive Overview
Insiyak bridges rapid generative AI spatial ideation with industrial 3D CAD engineering—exploring 20+ photorealistic pop-up, gondola, and window display concepts in 48 hours before delivering dimensioned Rhino/Blender models and contractor-ready fabrication PDFs.
Insiyak Deterministic Architecture
Locked Pipeline Engineering
Our spatial architects use ControlNet-guided architectural passes to lock real mall/store footprints upfront, then model the winning direction to millimeter tolerances.
4-Stage Production Workflow
How we take your assets from raw seed to 4K delivery.
01 · Footprint & Fixture Constraints
Lock floor dimensions, shelf load requirements, and SKU counts.
02 · Generative Spatial Exploration
Render 15+ material and architectural variations inside the real volume.
03 · Precision 3D CAD Modeling
Rebuild selected concept with true joinery, signage, and LED channels.
04 · Fabrication Spec Handover
Deliver high-res presentation renders + shop drawings for builders.
Production Stack
Concrete Handoff Deliverables
- 12–20 photorealistic spatial concept explorations
- Dimensioned 3D CAD model (STEP / OBJ / Blend)
- Material, finish & lighting schedule
- Contractor-ready elevation & plan PDFs
Archive Proof
Real portfolio deliverables from this pipeline.
Generative 3D Retail Gondola & Pop-Up Pipeline
Reduced retail pitch visualization turnaround from 14 days to same-day concepts.
Technical FAQ
Frequently asked engineering & rights questions.
Can our local millwork contractor build directly from your files?
Yes. We deliver dimensioned elevations, material callouts, and clean 3D geometry ready for millwork estimation and fabrication.
Can you visualize our exact SKUs stocked on the shelves?
Yes—every shelf tier and tester tray is populated with your actual product packaging and brand graphics.
Do you also automate retail concept exploration via n8n?
Yes. We build internal n8n + ComfyUI spatial generators for retail agencies pitching multi-brand activations.
Benchmark Your Own Assets in 72 Hours