Vviddeep

Questions before launch

The MVP keeps the stack focused: one image model, Stripe billing, private R2 assets, and a small admin surface.

How are credits used?

Each generated output image costs one credit. Failed provider runs are refunded.

Can I upload product images?

Yes. Uploads go to private Cloudflare R2 storage and are sent to WaveSpeed through short-lived URLs.

Which model is used?

The MVP uses wavespeed-ai/flux-dev-ultra-fast for both text-to-image and image-guided generation.

Can customers manage billing?

Yes. Stripe Checkout handles subscription signup and Stripe Customer Portal handles billing updates.