Context
Givon AI needs to behave like a commercial creator workspace rather than a set of disconnected generators. Intent, materials, references, reusable assets, generations, provider routing, balance, payments, and model operations belong to one product.
The hard part sits between product and engineering: the interface must remain content-first while the backend controls jobs, model routes, cost, media, billing, and operational state.