AI Consistency System Builder for Realistic Historical Drama

Job Title:
AI Consistency System Builder for Realistic Historical Drama (VEO 3)

Description:
I'm producing a very realistic historical drama primarily using AI-generated visuals via Google VEO 3. I already have a complete 92-page script and a detailed shot list. What I need now is someone to build a system or workflow that ensures total visual consistency from scene to scene.

Once the images are created, I will handle the actual editing in my post-production software. What I need from you is a reliable system that keeps characters, wardrobe, locations, and shot prompts 100% consistent from page 1 to 92.

What You’ll Build:
A plug-and-play system that allows me to:

Input all character data (visual look, outfit, age, notes, etc.) and ensure each character looks the same in every scene.
Track and lock wardrobe, props, sets, and locations with historical accuracy across all shots.
Enter my scene-by-scene shot list and generate consistent VEO 3 image prompts.
Quickly reference and reuse character/scene data to avoid inconsistent AI generations.
Easily tweak or update prompts as the project evolves.
Export or organize the prompts for streamlined use in Google VEO 3.
Key Requirements:

Experience with AI prompt engineering and image-generation workflows (especially VEO 3).
Ability to create a structured, easy-to-use system (can be Notion, Airtable, or custom-built).
Strong attention to detail—this is about cinematic consistency across dozens of scenes.
Bonus: Film or visual storytelling background.
Deliverables:
A working system that:

Stores and organizes consistent character/world data.
Lets me input and update prompts for every scene.
Keeps all visual elements locked and accurate for every character and location.
To Apply:
Please share examples of similar systems or workflows you’ve built, especially for AI visual consistency. Let me know how you'd approach this project and any tools you would recommend using.