Cases: what it looks like in practice

No promises here, only work already done and numbers from our own hardware. Each row is the same person in different settings.

Numbers from our own hardware

71 sper frame with a character and face refinement
39 sper product frame
≈460finished frames per night shift
1376raw frames per shift before selection
0.47–0.69machine face similarity across frames, threshold 0.45 — all 12 pairs above
up to 1824 pxsource resolution

A face for a men's clothing line

Task
Frames of a man for product cards and the feed: office, street, gym. No shoot was ever arranged.
How it was done
The face was locked once from a studio portrait. After that we named scenes and got frames.
Result
One person in three settings. Machine recognizability check: 0.47–0.68, threshold 0.45, every pair above it.
A face for a men's clothing line — the frame the face was locked from
the frame the face was locked from
A face for a men's clothing line — meeting room
meeting room
A face for a men's clothing line — street by the office
street by the office
A face for a men's clothing line — gym
gym

A face for a women's line: store and fitness

Task
The same for the women's line: showroom, cafe, gym.
How it was done
Same order: a reference portrait, then scenes from a list.
Result
The row is one person: similarity between frames 0.47–0.60, every pair above the 0.45 threshold.
A face for a women's line: store and fitness — the frame the face was locked from
the frame the face was locked from
A face for a women's line: store and fitness — showroom
showroom
A face for a women's line: store and fitness — cafe
cafe
A face for a women's line: store and fitness — gym
gym

A brand character for social media

Task
The same person across the feed: office, street, coffee shop, studio.
How it was done
The character came from a selection of six face options made by the client.
Result
A finished character you can come back to in six months and shoot a sequel.
A brand character for social media — office by the window
office by the window
A brand character for social media — city street
city street
A brand character for social media — coffee shop
coffee shop
A brand character for social media — studio portrait
studio portrait

Product card: one item, four shots

Task
A store needs a set for every item, not a single photo: the main shot on white, the item in real life, a close-up and a frame with room for captions. A studio shoot means shipping the item.
How
The item was described once in words. After that only the scene changed: background, interior, close-up, empty space.
Result
A set of four shots of one item, 55 seconds per frame on our own card. The item travelled nowhere, no studio was booked.
Product card: main shot on white
main shot on white
Product card: the same item in an interior
the same item in an interior
Product card: close-up
close-up
Product card: room for captions
room for captions

What next

Try the generator →See the face selection →Tell us your task →