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Sora2 Hub Team

Posted on Originally published at sora2hubteam.hashnode.dev

How to Keep a Character Consistent Across AI-Generated Images and Clips

You generate a great character in one image. Then you ask for the same person in a kitchen, at night, from the side, and you get a cousin. Different jawline, different jacket, different hair. Character drift is the most common complaint from people making storyboards, short ads or comic panels with AI.

The good news is that most drift comes from a handful of fixable habits. This guide walks through a workflow that keeps a character recognizable from the first still to the final animated clip.

1. Write a character sheet before you write a scene

Most people describe the character inside every scene prompt, slightly differently each time. The model treats each wording change as a new instruction.

Instead, write one fixed block of text and paste it unchanged into every prompt:

Mira: woman in her late 20s, short black bob with blunt bangs, round tortoiseshell glasses, mustard-yellow raincoat, small silver hoop earrings, calm expression.

Rules for a good sheet:

  • Five to eight visual anchors. Hair, eyewear, one signature garment, one accessory, age range, build.
  • Concrete nouns, not vibes. "Mustard-yellow raincoat" survives; "quirky artsy style" does not.
  • Never edit it mid-project. If you must change something, start a new version and regenerate the reference.

2. Lock a reference image first

Generate the character alone on a plain background, front-facing, neutral light. Make a few variations and pick one. This is your master reference.

From then on, use image-to-image or reference-image mode for every new shot instead of pure text-to-image. Text alone gives the model too much freedom; a reference image pins the face and outfit.

A useful trick is a simple turnaround: front, three-quarter and side views generated from the master. Having all three makes later angles far more stable.

3. Separate "who" from "where"

Structure each scene prompt in two parts:

  1. The unchanged character sheet.
  2. The scene: location, action, camera angle, lighting.

[Character sheet]. Scene: she is sitting at a café window on a rainy evening, holding a paper cup, medium shot, warm interior light, rain streaks on the glass.

When drift happens, you only ever edit part two. That makes problems easy to isolate.

4. Change one variable at a time

Moving the character to a new place, a new pose, new lighting and a new lens in one step almost guarantees drift. Change the location first and keep the pose simple. Once that works, change the lighting. Then the angle.

It feels slower, but it's faster than regenerating twenty images that are all slightly wrong.

5. Watch the usual drift triggers

  • Extreme close-ups and wide shots. Faces drift most at the edges of the framing range. Medium shots are the safest.
  • Heavy style words. "Oil painting", "anime" or "cinematic" can override facial features. Pick a style once and keep it in the sheet.
  • Busy backgrounds. Crowds and patterned walls pull detail away from the character.
  • Hands holding new objects. Props are fine, but introduce them one at a time.

6. Animate from your best stills, not from text

When you move to video, start from a still you already approved. Image-to-video keeps the face and outfit far better than generating the clip from a text prompt.

Keep the motion prompt about motion only:

Slow push-in. She lifts the cup and looks out the window. Face, glasses and raincoat stay unchanged; no new people appear.

Short clips (3 to 5 seconds) drift less than long ones. If you need a longer sequence, chain several short clips, each starting from an approved frame.

7. Keep a project log

A plain text file with the character sheet, the master reference, and the exact prompts that worked saves hours. When a client asks for "one more shot of Mira", you can reproduce her in minutes.

A simple workflow to copy

  1. Write the character sheet.
  2. Generate and pick a master reference plus a turnaround.
  3. Build each scene with reference mode, editing only the scene half of the prompt.
  4. Approve stills.
  5. Animate approved stills into short clips.
  6. Log what worked.

Tools

Any generator with reference-image and image-to-video support can run this workflow. If you want image generation and video generation in one place, Sora2 Hub is an AI image and video generator that lets you create the stills and animate them without switching apps.

Consistency isn't magic. It's mostly discipline: one fixed description, one locked reference, and one change at a time.

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