Dynamic Explainable AI Pipeline Composability and Customization
Summary
USPTO published patent application US20260094033A1 for an explainable AI pipeline system enabling customizable explainability operations based on user persona roles. The system coordinates data analysis on AI model outputs and model performance analysis, outputting customized explanation data. Inventors: Ria Cheruvu, Harsha Bajpai, Arshad Mehmood, Saima Sharmin. Application No. 19111676 filed March 30, 2023.
What changed
USPTO published patent application US20260094033A1 disclosing systems and methods for explainable AI operations. The invention coordinates explainable AI workflows by receiving a schema corresponding to a persona role used to evaluate an AI model, performing data analysis on AI model output data and model performance analysis, and outputting explanation data customized based on the schema. The system covers operations including analysis, reporting, deployment, and monitoring of AI models. CPC Classification: G06N 5/045.
This is a patent application publication with no compliance obligations. Technology companies, AI developers, and software manufacturers involved in explainable AI development should monitor the prosecution of this application for potential licensing opportunities or freedom-to-operate considerations. The application was filed March 30, 2023, and published April 2, 2026. No action is required at this time.
Archived snapshot
Apr 3, 2026GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.
DYNAMIC EXPLAINABLE ARTIFICIAL INTELLIGENCE PIPELINE COMPOSABILITY AND CUSTOMIZATION
Application US20260094033A1 Kind: A1 Apr 02, 2026
Inventors
Ria Cheruvu, Harsha Bajpai, Arshad Mehmood, Saima Sharmin
Abstract
Various systems and methods are described for explainable artificial intelligence (AI) operations, workflows, and implementing systems are discussed. In an example, explainable AI operations are coordinated in a computing system, by: receiving a schema for the explainable AI operations, the schema corresponding to a persona role used to evaluate an AI model; coordinating or performing the explainable AI operations, the explainable AI operations including: data analysis on output data produced from the AI model, and model analysis on performance of the AI model; and outputting explanation data from the explainable AI operations, the explanation data customized based on the schema. The explanation data may include a variety of data metrics and values used for reports, deployment, and monitoring.
CPC Classifications
G06N 5/045
Filing Date
2023-03-30
Application No.
19111676
Named provisions
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