US 12,411,871 B1
Apparatus and method for generating an automated output as a function of an attribute datum and key datums
Scott R. Sullivan, Pittsburgh, PA (US); and David Dean Yunger, Bellevue, WA (US)
Assigned to Hammel Companies, Inc., Pittsburgh, PA (US)
Filed by Hammel Companies, Inc., Pittsburgh, PA (US)
Filed on Mar. 12, 2025, as Appl. No. 19/077,149.
Int. Cl. G06F 16/00 (2019.01); G06F 16/28 (2019.01)
CPC G06F 16/285 (2019.01) 16 Claims
OG exemplary drawing
 
1. An apparatus for generating an automated output as a function of an attribute datum and key datums, wherein the apparatus comprises:
at least a computing device, wherein the computing device comprises:
a memory; and
at least a processor communicatively connected to the memory, wherein the memory contains instructions configuring the at least a processor to:
receive a first datum comprising a plurality of unstructured data, wherein the plurality of unstructured data is processed using a multimodal generative model configured to extract target data to output a plurality of structured data, wherein the multimodal generative model is configured to identify one or more gaps in the plurality of unstructured data and fill the one or more gaps in the plurality of unstructured data with prediction data, and wherein the prediction data comprises a forecast derived from the attribute datum;
classify, using a classifier, the first datum based on the attribute datum;
identify, using a key datum extractor, key datums as a function of the attribute datum;
generate, using a validation model, an output as a function of the attribute datum and the key datums;
transmit the output to a downstream system.