Agronomic data management platform

A system, the system comprising:

• one or more memories;
• and
• one or more processors communicatively coupled to the one or more memories and configured to execute instructions stored in the one or more memories to cause the system to:
• receive automated input from a tool hosted by an automated service platform, the automated input comprising input data triggered by sensor data from a work machine;
• transmit the input data to a comparison component configured to perform one or more vector similarity calculations to identify, based on the input data and for a reference agronomic entity, a set of candidate representation vectors stored in a search-optimized database, each candidate representation vector representing a similar entity candidate of a set of similar entity candidates;
• receive, from the comparison component, a filtered subset of the set of candidate representation vectors, wherein the filtered subset is generated by filtering the set of candidate representation vectors using filter parameters;
• and
• output, to the work machine, results data associated with the filtered subset to cause the work machine to implement at least one agronomic management operation based on the results data.

One or more non-transitory computer readable media storing instructions operable to cause one or more processors to perform operations, the operations comprising:

• receiving, by a similarity application running on one or more computing devices, automated input from a tool hosted by an automated service platform, the automated input comprising input data triggered by sensor data from a work machine;
• transmitting, by the similarity application, the input data to a comparison component configured to perform one or more vector similarity calculations to identify, based on the input data and for a reference agronomic entity comprising at least one of an agricultural field or an agricultural zone, a set of candidate representation vectors stored in a search-optimized database, each candidate representation vector representing a similar entity candidate of a set of similar entity candidates;
• receiving, by the similarity application from the comparison component, a filtered subset of the set of candidate representation vectors, wherein the filtered subset is generated by filtering, by the comparison component, the set of candidate representation vectors using filter parameters;
• and
• outputting, to the work machine, results data associated with the filtered subset to cause the work machine to implement at least one agronomic management operation based on the results data.