State Farm Mutual Automobile Insurance Company

Timothy John Husarik

Sunitha Garapati

Bradley J Walder

Jeff Rambole

Anjie Spreen

Surendranath Gummadi

Jun Wen

Matthew Thomas Swingler

Greg Davis

A computer-implemented method that includes a programmatically configured annotation processor that may include a processing engine for ingesting using an orchestrated solution that includes a plurality of data objects of one or more data formats. The annotation processor may further identify, using an orchestrated annotation recognition engine, one or more attributes of a data object. The orchestrated annotation recognition engine is configured to determine attribute data from a data object. The data objects are further classified by one or more attributes for associating at least one data object into one or more data sets of annotation data and metadata wherein the annotation data is based on the metadata. The annotation model is generated, based on at least a classified data set of the annotation data and the metadata. The annotation model is configured using the annotation data and metadata wherein the annotation data is created by industry-specific input.

Smart annotation framework

A claims processing system includes a claims assistance component to handle the flow of data through the claim process. The data may include any documents submitted for claim processing and may be generated by disparate sources. The system may train one or more machine learning (ML) models to classify the unstructured data by insurance categories and/or determine workflow. The system may assist a user through a user device to upload or capture claims data with the device. The claims assistance component may classify the data and verify the data classification before uploading it to the servers. In examples, the claims assistance component may determine that the file size of the data exceeds a cellular data transfer threshold and determine to compress the data and/or hold the transfer until a free connection is detected.

Claims process assistance using models

Growing community of inventors

Normal, IL, United States of America

Timothy John Husarik