Intelligent imagery

A method, comprising:

• applying, by a processing system, a building detection model to identify a footprint of a building based on a first dataset;
• applying, by the processing system, a building characterization model to identify one or more derived characteristics of the building based on the footprint;
• determining, by the processing system, a building area based on the footprint and at least one of the one or more derived characteristics of the building;
• creating, by the processing system, a record comprising an indicator of a geographic area, the building area, and the one or more derived characteristics of the building;
• generating, by the processing system, a processing request based on the record;
• accessing, by the processing system, a third-party data source comprising a plurality of property data associated with the geographic area;
• determining, by the processing system, a plurality of property boundaries associated with the building based on the property data;
• identifying, by the processing system, one or more property features within the property boundaries based on the first dataset;
• comparing, by the processing system, the one or more derived characteristics of the building with one or more corresponding values of the property data;
• identifying, by the processing system, a mismatch between the one or more derived characteristics of the building and the one or more corresponding values of the property data;
• and
• outputting, by the processing system, a data accuracy verification request based on the mismatch.