Use Cases

Every SaaS product ends up needing file uploads, storage, and delivery — and building it well takes months away from the actual product.

Presigned uploads, antivirus scanning, and a global CDN from day one — ship the feature your users asked for, not the infrastructure behind it.

Product photography needs to look consistent, load fast, and scale to thousands of SKUs without a manual editing pipeline.

On-the-fly transforms and AI background removal keep product images consistent, and the CDN keeps them fast at any catalog size.

User-generated video and images need moderation, transcoding, and search — at a volume no manual review process can keep up with.

Automatic antivirus and content moderation, video transcoding, and semantic search are built into the same upload pipeline.

Adding AI image or video generation to a product usually means picking one vendor and living with whatever happens to it.

Generation, editing, and understanding are already built in — behind a provider layer that's never locked to a single vendor.

Producing on-brand visuals at volume — for multiple clients or campaigns — usually means a slow back-and-forth with a design tool.

Creative Studio and Brand Kit generate on-brand variations and social-ready formats in one click, without leaving the platform.

Mobile clients need small, fast-loading media and can't afford to process images or video on-device.

Presigned direct uploads keep the app thin, and transforms are computed server-side and cached at the edge.