Concept Clustering

Overview

Development stage

DeployedSource: c) Deployed – The use case is being actively authorized or utilized to support the functions or mission of an agency.

High-impact designation

High-impactSource: a) High-impact

Impact justification

Not reported

Start date

Not reported

Withheld from public reporting

Not reported

Mission

Topic area

Administrative Functions

Operational functions

FOIA and records management Derived by keyword rules; see methodology

Problem the AI is intended to solve

Electronic discovery (e-discovery) refers to discovery in legal proceedings such as litigation, government investigations, or Freedom of Information Act (FOIA) requests, where the information sought is in electronic format. As data volumes and the number of civil cases continue to rise, so does the need tools to help government agencies manage electronically stored information used for discovery for litigation, investigations, and FOIA requests. This AI model analyzes the content of documents to identify contextually similar clusters of text. It groups similar documents automatically to reveal themes, without predefined keywords. Runs once on workspace text and metadata to group documents by similarity. No external data or ongoing training.

Expected benefits

The expected benefits include reduced manual effort in organizing and identifying related documents, streamlined information retrieval, and improved efficiency for VA staff. Emphasis is placed on cost savings through reduction of labor-intensive processes, while also enhancing user experience by improving search and discovery.

System outputs

Identified Cluster groups

Technology

AI classification

Classical / predictive MLSource: Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relatio…

System name(s)

Not reported

Custom-developed code

Yes

Public source code

Not reported

Sourcing

How it was built

Purchased from vendorSource: a) Purchased from a vendor

Vendor (as reported)

Not reported

Vendors (standardized)

None on the standard list

A vendor is the supplier named by the agency. It does not identify the underlying model or AI technology.

Data and privacy

Involves PII

Not reported

Privacy Impact Assessment

Not reported

Authorization to Operate

Not reported

Demographic features

Not reported

Training and evaluation data

Not reported

Federal Data Catalog

Not reported

Governance

0 of 8 minimum-practice questions answered. A blank answer means the agency reported nothing; it does not mean the practice is absent.

Potential impacts and how they were identified

Not reported