In the darkroom. This engine is still being developed and tested; details can change.
WS-003 · FR 03 · Engine Room
QC Engine
Every generated frame checked against the product and the brand before you see it.
A · Free · keyword QC
The preset and the shotlist
The preset this engine reads and the shotlist template it fills. Enough to run one shoot by hand and see if it fits your brand.
Fig. 1 · The board
A Input slot
a generated image or video + the product reference + brand rules
B Engine
- 01vision-qc
route gemini · fallback gemini
C Contact sheet
pass/fail per frame with scores on product consistency, brand rules and copy
Data sheet
- Input
- a generated image or video + the product reference + brand rules
- Output
- pass/fail per frame with scores on product consistency, brand rules and copy
- Models
- gemini-vision
- Route
- gemini (fallback gemini)
- Command
- /vision-qc
- Cost per run
- one vision call per asset
- Maturity
- Working: used in production here
Fig. 2 · Sample output
Placeholder frames · real output replaces them before launch
These are drawn placeholders, not engine output. Real frames from this engine replace them when it is released.
What it does
It compares each new image with the real product photo and the brand rules and gives a verdict: kept or rejected, with the reason. Wrong logo placement, a changed color, extra fingers, text that is not in the brief: those frames do not reach the final set.
What you see in the post
The board: a full contact sheet under a loupe. Frame by frame a grease-pencil mark appears: red circle for
a select, red cross for a reject, with the reason in mono (REJECT · LOGO MIRRORED). The viewer sees the
rejects, not only the winners.
How it runs
- Runs automatically at the end of the shoot skills, or by hand:
/vision-qc <asset>. - Scores three categories: product consistency, brand rules, copy check.
- Writes the verdict next to the asset; rejects can be re-rendered from the same shotlist row.
What you get (the giveaway)
- free: the QC checklist as a one-page template you can run by eye (
../weadapt-studios-products/product/studios/brain-studio/free/) - studio: the
vision-qcskill with the scoring rules, for Claude Code and Codex
Honest limits
A vision model can miss small details (fine print, exact stitching). It flags, a human decides. Needs a Gemini key. Working: the skill exists and is called by the generate skills.
