Home / Blog / WORKFLOW

Same face, same bag: keeping generated content consistent

One good AI image is easy. The tenth one with the same face, the same room and the same bag is where it falls apart. So we ran one full brief through our content engine and kept everything, including the frames we threw out.

LPL 010 // CONTENT ENGINE

What goes in

Four phone photos of a face, in different light. Two pictures of a room as the moodboard. And a brief that fits on a sticky note: a black flap bag, a vertical UGC video, the hook "I stopped re-shooting product videos", three beats (hook, demo, detail), a friendly tone, TikTok and Instagram.

That's it. No shoot, no studio.

Everything that went in: four face photos and two room pictures.
Everything that went in: four face photos and two room pictures.

The steps

Step one is boring, and it's the one that matters: lock the look. The face becomes a character sheet, with front, side, back and a row of expressions. The room becomes an environment sheet, same light from a few angles. From here on every image is made from those two sheets, never from the original photos again.

Then the storyboard: one vertical keyframe per beat. Nothing gets animated until every keyframe is approved. The caption comes last, written for the clip that actually exists.

Where the QA sits

Right before the animation, because that's the slow, expensive step. Every keyframe gets checked against the sheets: same person, same room, same bag?

Two of five didn't make it. The first had the right person in the right room, holding the wrong bag: a shoulder bag instead of the flap bag. The logo was still on it, so at a glance it passes. The second had the right bag, held by someone else's hands. Rings, painted nails, a knit sleeve. Both got generated again before a single frame moved.

Thrown out: the wrong bag (left). Approved (right).
Thrown out: the wrong bag (left). Approved (right).
Thrown out: someone else's hands (left). Approved (right).
Thrown out: someone else's hands (left). Approved (right).

What comes out

A five-second vertical clip with the hook as a sticker, plus the caption.

And the part that's worth more than the clip: the two sheets. The next post starts from them, so it's the same person in the same room, and nobody has to pick up a camera.

Why it matters for your team

If your team posts a lot of short video, one clip isn't the problem. Keeping clip number one hundred on brand is.

Lock the look once, check every frame before it moves, and a reshoot turns into five minutes of review.

Want this for your brand? Content engine →

Next step

Start with a conversation.

A free, no-obligation 30-minute call on where your team loses time. We will tell you honestly whether an X-ray is worth it.

Talk to us →

or [email protected]