01Choosing models
Quality, speed and cost differ widely between video models. Benchmark hosted APIs against open-source models on your actual use cases before committing — the right choice can change your margins dramatically.
02Infrastructure that scales
Video generation is GPU-heavy and slow compared with typical web requests. A queue-based architecture with worker pools and priority tiers keeps the app responsive and lets you offer faster rendering on premium plans.
03Billing and moderation
Credit-based billing aligns revenue with GPU cost. Moderation — prompt filtering, output review and consent flows for avatars and voice — protects your users and your brand.
