Automated image processing and insight presentation

A system comprising:

• one or more processors configured to perform operations comprising:
• machine vision processing of a plurality of ephemeral content messages to identify content type values for at least one image of each message of the plurality of ephemeral content messages;
• determining account demographic information for each message of the plurality of ephemeral content messages;
• updating a set of metrics associated with corresponding content types associated with the content type values using the account demographic information;
• and
• restricting access to at least a portion of a set of analysis data based on a determination that a number of client accounts associated with the portion of the set of analysis data is less than a threshold number, where the threshold number is associated with a determination that the demographic information is not sufficiently anonymous if the number of client accounts is less than the threshold number.

A non-transitory computer readable medium comprising instructions that, when executed by one or more processors of a server computer, cause the server computer to perform operations comprising:

• machine vision processing of a plurality of ephemeral content messages to identify content type values for at least one image of each message of the plurality of ephemeral content messages;
• determining account demographic information for each message of the plurality of ephemeral content messages;
• updating a set of metrics associated with corresponding content types associated with the content type values using the account demographic information;
• and
• restricting access to at least a portion of a set of analysis data based on a determination that a number of client accounts associated with the portion of the set of analysis data is less than a threshold number, where the threshold number is associated with a determination that the demographic information is not sufficiently anonymous if the number of client accounts is less than the threshold number.