AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
RCRA PA 78 · OECA	EPA	Deployed	High-impact	Law Enforcement	Classical / predictive ML	Contract and in-house
Pathogen identification in salmon DOI-0071 · USGS	DOI	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Machine Learning based shoreline detection and sea ice dynamics using coastal cameras [2024 INV#WO0000000108008] DOI-0166 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Developed in-house
Tsunami Hazard Analysis [2024 INV#WO0000000108470] DOI-0165 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Developed in-house
Determining the resource potential of critical minerals in seafloor massive sulfide deposits [2024 INV#WO0000000109311] DOI-0163 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
[Un]supervised clustering of [non-]earthquake signals commonly recorded on regional seismic networks DOI-0121 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Inference of PFAS precursor compositions DOI-0110 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported