Building an anonymous AI photo editor without letting one visitor take the GPU

To prevent a small number of visitors from consuming excessive GPU time, Turner AI's design separates convenience from authority by discouraging accidental overuse in the browser and enforcing fair-use controls on the server. This ensures that a failed upload or rejected request does not silently spend someone's allowance. The product is free to try and does not require an account for the first edit. Fairness is crucial in this anonymous AI photo editor. The design aims to balance convenience and fairness.