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02 / case studies.

Aitzhan. Mura

An AI documentary about one family's fate: 220+ shots with consistent characters, produced entirely through an AI pipeline.

year
2026
client
In-house project
our role
AI production direction, pipeline, post
stack
AI generation · identity lock · QC pipeline · edit
Aitzhan. Mura
year
2026
client
In-house project
our role
AI production direction, pipeline, post
stack
AI generation · identity lock · QC pipeline · edit

222shots

02 / 6

01 /

the brief

Tell an early-20th-century documentary story with no archive footage — keeping the same face, the same world and the same optics across hundreds of shots.

02 /

the approach

Two-pass generation: scene anchor frames first, dependent shots after; a hard lock on face and seasonal wardrobe; contact sheets for QC and spreadsheet review rounds, exactly like a normal production.

03 /

the result

A 220+ shot list that went through six iterations and lives in an online viewer where the director reviews and re-cuts shots by number.

222

shots

6

iterations

3

visual registers

stills

Aitzhan. Mura — 1
Aitzhan. Mura — 2

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Ostara Group