Abstract: Features relating to a model that predicts an amount of vapor production of a vaporizable material from a vaporizer device are provided. The model, for example a machine learning model and/or a statistical model, is developed as a function of various factors relating to operation of the vaporizer device. The model may be integrated in a system to provide user control and visibility into the amount of vapor production. In accordance with implementations of the current subject matter, an amount of consumed vapor may be determined. Such determination advantageously allows for a user to be informed of an amount consumed as well as optionally limit or otherwise control an amount consumed.