01 · Baseline Failure Mode
Where Off-the-Shelf Workflows Broke
Pitching 3 retail island directions in traditional 3D V-Ray took 18 days, leaving zero time for client material revisions before mall leasing deadlines.
Luxury Cosmetics & Retail Experience Agency · 7 min spatial case study
From Generative Spatial Concept to Millwork-Ready 3D Retail Pop-Ups
Combining n8n + ControlNet Depth spatial exploration with precision Rhino/Blender CAD modeling to compress retail pitch timelines by 70%.
| Benchmark KPI | Before Insiyak | After Deterministic Pipeline |
|---|---|---|
| Concept Pitch Turnaround | 18 days (3 options) | 48 hours (18 options) |
| Physical Buildability | Unbuildable AI renders | 100% millimeter-dimensioned CAD |
| Pitch Win Rate | Baseline | Approved on Round 1 review |
02 · Production Systems Architecture
How Insiyak Solved It
We modeled a rough volumetric massing cage of the exact mall footprint in 2 hours, ran 18 material/archway explorations through Depth-locked ComfyUI, won client signoff in 48 hours, and engineered full millwork CAD drawings for the chosen island.
Pipeline DAG Node Breakdown
Stage-by-stage execution topology.
Stage 01
True-Scale Mall Footprint Volumetric Massing Cage (Rhino/Blender)
Stage 02
ControlNet Depth + Lineart Material Sweep (Travertine, Walnut, Brass)
Stage 03
Client Stakeholder Selection within 48 Hours
Stage 04
Precision 3D Joinery, LED Channel & Elevation PDF Package
Principal Architect Takeaway
Feeding true 3D massing depth into diffusion guarantees every generative spatial concept respects physical floor footprints.
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