Consistent Characters

AI Production Pipeline

CONSISTENT CHARACTERS

A Character Identity Pipeline — Prompt to Screen

Overview

This project set out to answer a specific production problem: can a single written brief generate a character whose face, wardrobe and lighting hold consistent across every angle — without a manual clean-up pass between shots?

Six characters were built end to end through the same pipeline, from a plain-text description through to a client-ready turntable, to test consistency and speed rather than a single hero result.

Character identity turntable — face-on, three-quarter and profile
One character, three angles, one pipeline pass.

The Brief

Every character starts as a written description — physical build, features, wardrobe. Nothing else. No reference photo, no mood board. The brief is the only creative input the pipeline needs to hold identity across every subsequent generation.

Character brief text on screen

Production Pipeline

01 Character Brief

Written description only — physical traits and wardrobe, nothing else.

02 Identity Generation

A canonical face-on portrait generated with locked facial identity as the root reference.

03 Multi-Angle Assembly

Three-quarter and profile angles generated from that root, holding wardrobe and lighting.

04 Automated Consistency Pass

Alpha matting, orientation correction and framing checks run before anything is exported.

05 After Effects Turntable

A scripted After Effects pipeline turns the stills into a rotating client-review sequence automatically.

06 Client Delivery

Packaged and ready for review in minutes rather than days.

After Effects turntable assembly
After Effects assembling the turntable automatically from generated stills.

Creative Challenge

The core challenge was holding identity and wardrobe across angles generated independently of one another. Face, hairstyle, clothing construction and lighting all needed to survive rotation without drifting into a slightly different person by the third angle.

That meant solving for framing consistency, orientation reliability and scale between shots — problems that only show up once you're testing across a real range of characters, not a single polished example.

Same face.
Same outfit.
Same lighting. Every time.

Selected Frames

Claire Whitfield Poppy Whitfield Frank Delaney Marcus Reid Yuki Sato Isaiah Cole
Consistent Characters — closing frame
Six characters, one pipeline, built for production.

Project Information

Project Consistent Characters
Type AI Character Identity Pipeline
Role Pipeline Design, ComfyUI Development, Automation Scripting, Case Study Production
Tools ComfyUI, Flux, PuLID, Qwen-Image-Edit, Adobe After Effects (ExtendScript automation)
Duration Approx. 60 seconds
Year 2026

Final Thoughts

Consistent Characters demonstrates that identity consistency across angles can be engineered, not just hoped for — through pipeline design, not manual per-shot correction.

The value isn't a single strong render. It's a repeatable system that holds up across six different people, ready to plug into production work rather than stay a one-off demo.

AI Production & Creative Technology

I work across CGI, ComfyUI workflows, AI video generation, automation, motion design and production pipeline development.

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