A vaporizer system, comprising: at least one data processor; and at least one memory storing instructions, which when executed by the at least one data processor, cause the at least one data processor to perform operations comprising: receiving a first usage data associated with a first user interacting a first vaporizer device, the first usage data comprising a puff pattern, wherein the vaporizer system identifies a correlation between a type of pod and the puff pattern that minimizes a total intake of the active ingredient; determining, based at least on the correlation, a first recommendation for the first user interacting with the first vaporizer device and/or a second vaporizer device, the first recommendation including the type of pod and the puff pattern for the type of pod, the type of pod and the puff pattern being associated with a lower total intake of an active ingredient; and in response to the type of pod included in the first recommendation being inserted into the first vaporizer device and/or the second vaporizer device, adjusting a temperature of a heater at the first vaporizer device and/or the second vaporizer device in accordance with the puff pattern included in the first recommendation. at least one data processor; and at least one memory storing instructions, which when executed by the at least one data processor, cause the at least one data processor to perform operations comprising: receiving a first usage data associated with a first user interacting a first vaporizer device, the first usage data comprising a puff pattern, wherein the vaporizer system identifies a correlation between a type of pod and the puff pattern that minimizes a total intake of the active ingredient; determining, based at least on the correlation, a first recommendation for the first user interacting with the first vaporizer device and/or a second vaporizer device, the first recommendation including the type of pod and the puff pattern for the type of pod, the type of pod and the puff pattern being associated with a lower total intake of an active ingredient; and in response to the type of pod included in the first recommendation being inserted into the first vaporizer device and/or the second vaporizer device, adjusting a temperature of a heater at the first vaporizer device and/or the second vaporizer device in accordance with the puff pattern included in the first recommendation. receiving a first usage data associated with a first user interacting a first vaporizer device, the first usage data comprising a puff pattern, wherein the vaporizer system identifies a correlation between a type of pod and the puff pattern that minimizes a total intake of the active ingredient; determining, based at least on the correlation, a first recommendation for the first user interacting with the first vaporizer device and/or a second vaporizer device, the first recommendation including the type of pod and the puff pattern for the type of pod, the type of pod and the puff pattern being associated with a lower total intake of an active ingredient; and in response to the type of pod included in the first recommendation being inserted into the first vaporizer device and/or the second vaporizer device, adjusting a temperature of a heater at the first vaporizer device and/or the second vaporizer device in accordance with the puff pattern included in the first recommendation. <EOS>