Keep your AI loras consistent

Define Your LoRA Foundation

Begin by establishing a clear foundation for your LoRA, outlining its backstory, voice, wardrobe, props, and typical facial expressions. Maintain this as a living document accessible to all collaborators, ensuring everyone draws from the same established canon. Include reference photos or visual guidelines in a shared folder to shape the overall style, and note mood descriptors like confident, playful, or expert to inform animation decisions.

Generate Core LoRA Variations

Start with a reliable prompt or existing LoRA that captures the desired vibe, then produce a small set of appearances and retain the strongest ones, recording what contributed to their success-such as the camera angle, lighting, or incidental adjectives. Save the initial appearance as Version 1, including screenshots and the precise prompt used. Develop three essential poses-a talking head, a wide shot, and an action pose-to facilitate remixing scenes in future projects. Document the color palette applied and associate it with the prompt for consistent outfit adaptations.

Maintain Visual Consistency

To preserve uniformity, reuse the core prompt or LoRA, modifying only the essential details that require variation. Exchange backgrounds and props while upholding the fundamental descriptors. Prepare a concise shot list with notes on framing to ensure every campaign resonates within the same cohesive universe.

Automate Brand-Aligned Updates

When stylistic evolutions occur, create a branched new version and compare renders side by side, obtaining approval before widespread implementation. Record version notes, such as a new jacket or seasonal palette, for team visibility, and archive previous iterations to revive legacy appearances for campaigns evoking nostalgia.

Extend into Multi-Channel Storytelling

From your LoRA scenes, derive stills, stickers, and social media crops, then export them into your content management system or design tools. This approach ensures consistent brand storytelling across all platforms and formats.