Deriving asset characteristics and executing transactions based on user feedback and market context

A system comprising:

• a processor;
• system memory coupled to the processor and storing instructions configured to cause the processor to:
• electronically collect, via an artificial intelligence module, first valuation data purportedly, by a user, associated with an asset;
• electronically collecting, via the artificial intelligence module and at a defined time interval after collection of the first valuation data, second valuation data purportedly associated with the asset;
• identify part of the first valuation and second valuation data as incomplete
• utilize a market context assumption corresponding to the asset completing the incomplete data;
• subsequent to completing the incomplete data, access unique identifiers corresponding to each of a one or more items selected from among the first valuation data and the second valuation data;
• automatically, subsequent to accessing the unique identifiers and completing the incomplete data, utilize the artificial intelligence module validating relevancy of the one or more items to the asset, including:
• electronically collect additional valuation data using the unique identifiers, the additional valuation data considered as corresponding to the asset based on the unique identifiers;
• cross-reference the first valuation data and the second valuation data with the additional valuation data;
• and
• confirm relevancy of the one or more items to the asset based on results of the cross-referencing;
• subsequent and in response to validating relevancy of the one or more items, derive an asset valuation corresponding to the asset based on the one or more items.