01 · Generative Media & Video
vorch: AI Ad Production Pipeline
The in-house engine behind CDSV Studio. vorch takes a text brief and produces finished ad material: product stills, social and cinematic video ads, and narrated spots, mostly on a single local 16 GB GPU.
- Type
- Generative media production system
- Section
- Generative Media & Video
- Status
- Proprietary
- Stack
- Gemma 4 · llama.cpp
- 01
Storyboard → keyframes → clips → final cut in any format (16:9, 9:16, 1:1, stills), with human approval gates before the expensive steps.
- 02
Self-evaluating loop: a vision model judges every keyframe for action, identity, artifacts and framing, then retries using its own fix suggestion.
- 03
Brand-safe output: per-scene identity control, reference-locked product edits, and locked label regions that keep printed brand text legible through camera moves.
- 04
Bulgarian voice-over in a cloned voice that ducks the clip audio, plus pixel-exact animated captions, also exported as editable subtitle tracks.
- 05
Delivery-ready 1080p masters for Reels, TikTok, Shorts and YouTube, with per-cut transitions and speed ramps.
- 06
Production operations: VRAM arbitration, resumable jobs, full provenance (seed and prompt per file) and optional offload to cloud GPUs.
- 07
A deterministic state machine drives everything. The language model is called as a tool, never as an autonomous planner.