AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Streamflow Duration Assessment Modeling 25 · OW	EPA	Deployed	Not high-impact	Science	Classical / predictive ML	Developed in-house
Microsoft Power Automate (custom document processing model) 35 · OFA	EPA	Deployed	Not high-impact	Administrative Functions	Classical / predictive ML	Developed in-house
Helpdesk chat assistant for common data system tasks 39 · OFA	EPA	Deployed	Not high-impact	Information Technology	Classical / predictive ML	Contract and in-house
Agency Records Management System 73 · OFA	EPA	Deployed	Not high-impact	Service Delivery	Classical / predictive ML	Contract and in-house
Living Literature Review: Semi-automated Literature Screening 76 · OAR	EPA	Deployed	Not high-impact	Science	Classical / predictive ML	Developed in-house
Using machine learning methods to analyze drivers of water quality 77 · AO	EPA	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
RCRA PA 78 · OECA	EPA	Deployed	High-impact	Law Enforcement	Classical / predictive ML	Contract and in-house
FFEO TSCA investigation into privatized military housing property management companies 43 · OECA	EPA	Pre-deployment	High-impact	Law Enforcement	Classical / predictive ML	Not reported
OPP Document Data Extraction 60 · OCSPP	EPA	Pre-deployment	Not high-impact	Information Technology	Classical / predictive ML	Not reported
CWA PA 79 · OECA	EPA	Pre-deployment	Not high-impact	Law Enforcement	Classical / predictive ML	Not reported
CAA PA 80 · OECA	EPA	Pre-deployment	Not high-impact	Law Enforcement	Classical / predictive ML	Not reported
RMP Risk Modeling 82 · OECA	EPA	Pre-deployment	Not high-impact	Law Enforcement	Classical / predictive ML	Not reported