Multi-Model AI Orchestration That Works

Start by splitting a workflow into clear stages: planning, text generation, image creation, video production, and review. Assign each stage to a model based on capability, speed, context limits, and price.

Use structured inputs and outputs between models. Shared schemas for prompts, scene lists, aspect ratios, and approval states reduce errors and make retries predictable.

CinderHub can coordinate chat, image, video, and storyboard models in one workflow. Add checkpoints, fallback models, and usage limits so production remains reliable when a model fails or demand spikes.