01 · Baseline Failure Mode
Where Off-the-Shelf Workflows Broke
Hiring 4 separate freelance illustrators created clashing brushwork styles, while raw Midjourney outputs lacked authentic paper-edge pigment blooms.
Indie Tabletop Strategy Game Publisher · 6 min publishing case study
Training a bespoke cotton-paper watercolor LoRA to ship 92 cohesive faction and policy cards on an indie Kickstarter budget.
| Benchmark KPI | Before Insiyak | After Deterministic Pipeline |
|---|---|---|
| 92-Card Production Timeline | 9–11 months | 21 calendar days |
| Art Budget Savings | $27,600 ($300/card) | 78% cost reduction |
| Style Cohesion Score | Fragmented multi-artist | Single unified pigment LoRA |
01 · Baseline Failure Mode
Hiring 4 separate freelance illustrators created clashing brushwork styles, while raw Midjourney outputs lacked authentic paper-edge pigment blooms.
02 · Production Systems Architecture
We trained a dedicated cold-press watercolor pigment LoRA on 30 commissioned master studies, established faction color-script rules, and delivered all 92 cards at 300 DPI with uniform bleed margins.
Pipeline DAG Node Breakdown
Stage 01
30-Piece Cold-Press Cotton Watercolor Master Dataset & bf16 LoRA
Stage 02
4-Faction Color-Script & Composition Framing Templates
Stage 03
Batch ComfyUI Synthesis + Human Edge-Wash & Icon Cleanup
Stage 04
300 DPI CMYK Print-and-Play + Offset Manufacturer Delivery
Principal Architect Takeaway
Training a style LoRA on commissioned seed studies gives indie publishers an infinite, legally clean art engine.
Deploy This Architecture for Your Team