Rendering each one by hand doesn't scale, so the pipeline composites the approved artwork into a locked set of room templates via AI image generation (Google's Gemini image model) — consistent lighting, shadow, and framing per template, artwork swapped in per design. Same room, same light, same shadow logic — the print changes, not the believability.