A creator studio: consistent characters, automated photo generation, captions, scheduling, and daily posting on Instagram and X. The system generates many candidates, ranks them with multiple algorithms, and publishes only the best.
The system enforces identity consistency over time (face, style, vibe), so every creator stays recognizable across weeks and months.
Generation → filtering → ranking → captions → scheduling → posting. Minimal manual touch, maximum output.
Multiple creators run in parallel with independent styles and rules, while the engine handles the workload.
A repeatable system built to scale: generate a lot, select the best, post daily - then learn from performance.
Only the best content gets published. Selection combines multiple scoring signals:
Checks for artifacts, blur, anatomy/face issues, lighting, and composition quality.
Maintains identity and style: similarity embeddings + rule-based constraints.
Online learning improves performance while still trying new concepts intelligently.
The studio focuses on building audience first. Revenue comes from premium, brand-safe collaborations and licensing.
Sponsored content and UGC-style campaigns for brands that match a creator’s identity. Clean integrations, consistent aesthetics, and repeatable output.
License creator characters, images, or content bundles for marketing, ads, music artwork, or digital products—under clear usage terms.
As the pipeline matures, parts of the automation stack may become a product: invite-only tools for other operators and studios.
Interested in the system, collaboration, or future access to the tooling? The studio is private today - later parts may become a platform.
• Character creation + backstory + tone
• Consistent visual identity enforcement
• Daily photo generation + filtering + ranking
• Captions + scheduling + posting (IG + X)