A Claude Code template system for AI character consistency across product and fashion ad campaigns, from prompts to tracking.
This is a template folder built for Claude Code, not a piece of software you install.
It turns Claude into three roles at once: prompt engineer, production manager, and quality controller.
You give plain English direction, and Claude writes and fires prompts through the Higgsfield CLI, using Seedance 2.0 for video and Nano Banana for stills.
The system is built around solving AI character consistency, keeping the same model, product, and environment recognizable shot after shot instead of drifting between frames.
It ships with 18 ready made environment reference images plus matching text descriptors, so you can set scenes without backgrounds bleeding into your subject.
Everything gets logged automatically. Reference image UUIDs go into ref-ids.md, prompts and failures get tracked in prompt-log.md and seedance-failures.md, and a CSV shot tracker marks each shot as approved, needing iteration, or rejected.
The pack also includes prompt frameworks for stills and 5 to 15 second cinematic video with camera moves and timestamped cuts, plus content safety guardrails for NSFW and IP triggers.
What you will learn:
How to keep a model, product, and environment consistent across every shot in a campaign.
How to run Higgsfield CLI prompts through Claude Code without typing commands by hand.
How to set up an automatic shot tracker, reference log, and failure log for every render.
How to use environment descriptors instead of image references to stop backgrounds bleeding into a scene.
How to reuse one template folder to spin up a new campaign in minutes.
Ideal for: Solo creators, small teams, and brands running fashion or product campaigns with Claude Code and Higgsfield.