Cross-Agency Discovery · Federal AI Intelligence

Cross-agency discovery

Find use cases in other agencies that describe similar problems, outputs or functions. The engine produces candidates and questions for a human reviewer. It never declares that two systems can be shared.

Three levels are kept apart. Similar use cases and potentially reusable capabilities can be suggested from the inventory. Validated reuse opportunities need evidence the inventory does not hold: technical compatibility, data access, legal authority and operational fit.

Start from a use case

Capability clusters

Operational functions reported by several agencies

DeployedPilotPre-deploymentRetiredNot reported

Summarization · 29 agencies

Summarization
Deployed: 56 (29.2%)Summarization
Pilot: 38 (19.8%)Summarization
Pre-deployment: 81 (42.2%)Summarization
Retired: 5 (2.6%)Summarization
Not reported: 12 (6.3%)

192

Chatbot or virtual assistant · 27 agencies

Chatbot or virtual assistant
Deployed: 65 (29.1%)Chatbot or virtual assistant
Pilot: 37 (16.6%)Chatbot or virtual assistant
Pre-deployment: 98 (43.9%)Chatbot or virtual assistant
Retired: 16 (7.2%)Chatbot or virtual assistant
Not reported: 7 (3.1%)

223

Translation and transcription · 24 agencies

Translation and transcription
Deployed: 60 (40.0%)Translation and transcription
Pilot: 19 (12.7%)Translation and transcription
Pre-deployment: 55 (36.7%)Translation and transcription
Retired: 8 (5.3%)Translation and transcription
Not reported: 8 (5.3%)

150

Software development assistance · 23 agencies

Software development assistance
Deployed: 15 (15.6%)Software development assistance
Pilot: 20 (20.8%)Software development assistance
Pre-deployment: 38 (39.6%)Software development assistance
Retired: 3 (3.1%)Software development assistance
Not reported: 20 (20.8%)

Search and knowledge retrieval · 22 agencies

Search and knowledge retrieval
Deployed: 33 (25.0%)Search and knowledge retrieval
Pilot: 21 (15.9%)Search and knowledge retrieval
Pre-deployment: 72 (54.5%)Search and knowledge retrieval
Retired: 4 (3.0%)Search and knowledge retrieval
Not reported: 2 (1.5%)

132

Document processing and extraction · 21 agencies

Document processing and extraction
Deployed: 59 (45.0%)Document processing and extraction
Pilot: 20 (15.3%)Document processing and extraction
Pre-deployment: 46 (35.1%)Document processing and extraction
Retired: 6 (4.6%)

131

Forecasting and prediction · 19 agencies

Forecasting and prediction
Deployed: 33 (25.0%)Forecasting and prediction
Pilot: 26 (19.7%)Forecasting and prediction
Pre-deployment: 56 (42.4%)Forecasting and prediction
Retired: 5 (3.8%)Forecasting and prediction
Not reported: 12 (9.1%)

132

FOIA and records management · 17 agencies

FOIA and records management
Deployed: 26 (54.2%)FOIA and records management
Pilot: 5 (10.4%)FOIA and records management
Pre-deployment: 14 (29.2%)FOIA and records management
Retired: 3 (6.3%)

Cyber threat detection · 16 agencies

Cyber threat detection
Deployed: 19 (39.6%)Cyber threat detection
Pilot: 5 (10.4%)Cyber threat detection
Pre-deployment: 19 (39.6%)Cyber threat detection
Retired: 2 (4.2%)Cyber threat detection
Not reported: 3 (6.3%)

Procurement and acquisition · 15 agencies

Procurement and acquisition
Deployed: 11 (26.8%)Procurement and acquisition
Pilot: 5 (12.2%)Procurement and acquisition
Pre-deployment: 24 (58.5%)Procurement and acquisition
Not reported: 1 (2.4%)

Risk scoring and triage · 14 agencies

Risk scoring and triage
Deployed: 37 (50.7%)Risk scoring and triage
Pilot: 8 (11.0%)Risk scoring and triage
Pre-deployment: 27 (37.0%)Risk scoring and triage
Retired: 1 (1.4%)

Public-facing customer service · 13 agencies

Public-facing customer service
Deployed: 13 (29.5%)Public-facing customer service
Pilot: 5 (11.4%)Public-facing customer service
Pre-deployment: 24 (54.5%)Public-facing customer service
Retired: 1 (2.3%)Public-facing customer service
Not reported: 1 (2.3%)

Image and video analysis · 12 agencies

Image and video analysis
Deployed: 34 (29.3%)Image and video analysis
Pilot: 18 (15.5%)Image and video analysis
Pre-deployment: 49 (42.2%)Image and video analysis
Retired: 2 (1.7%)Image and video analysis
Not reported: 13 (11.2%)

116

Clinical and medical · 11 agencies

Clinical and medical
Deployed: 92 (47.4%)Clinical and medical
Pilot: 17 (8.8%)Clinical and medical
Pre-deployment: 77 (39.7%)Clinical and medical
Retired: 8 (4.1%)

194

Fraud, waste and improper payments · 11 agencies

Fraud, waste and improper payments
Deployed: 15 (48.4%)Fraud, waste and improper payments
Pilot: 1 (3.2%)Fraud, waste and improper payments
Pre-deployment: 13 (41.9%)Fraud, waste and improper payments
Retired: 1 (3.2%)Fraud, waste and improper payments
Not reported: 1 (3.2%)

HR and workforce · 10 agencies

HR and workforce
Deployed: 10 (47.6%)HR and workforce
Pilot: 2 (9.5%)HR and workforce
Pre-deployment: 8 (38.1%)HR and workforce
Retired: 1 (4.8%)

Biometrics and identity · 8 agencies

Biometrics and identity
Deployed: 39 (81.3%)Biometrics and identity
Pilot: 4 (8.3%)Biometrics and identity
Pre-deployment: 5 (10.4%)

Claims and case processing · 8 agencies

Claims and case processing
Deployed: 14 (40.0%)Claims and case processing
Pilot: 3 (8.6%)Claims and case processing
Pre-deployment: 17 (48.6%)Claims and case processing
Retired: 1 (2.9%)

Where some agencies report a function as deployed and others are still piloting or acquiring it, there may be room to share experience. Function tags come from keyword rules on names, problems and outputs; see methodology.

Closest cross-agency pairs

74 strong or moderate pairs

Score	Use case A	Use case B
0.99	LexisNexis FHFA · Deployed	LexisNexus NIGC · Deployed
0.94	WestLaw FHFA · Deployed	LexisNexus NIGC · Deployed
0.65	Development of digital twin technologies for climate prediction NASA · Pre-deployment	A Digital Twin for In-silico Spatiotemporally-resolved Experiments DOE · Pre-deployment
0.61	Streamflow Duration Assessment Modeling EPA · Deployed	Pacific Northwest Stream Flow Permanence [2024 INV#WO0000000109137] DOI · Deployed
0.56	Plum Island handwriting and text extraction from scanned pdfs USDA · Pre-deployment	Named Entity Recognition DOJ · Deployed
0.54	Spending Analysis and Budget Execution Risk (SABER) Model DHS · Pre-deployment	ORNL: AI for Advanced Manufacturing DOE · Pre-deployment
0.51	Spending Analysis and Budget Execution Risk (SABER) Model DHS · Pre-deployment	ORNL: AI for Bio and Health Sciences DOE · Pre-deployment
0.49	Deep Learning for Flood Mapping (DELTA) NASA · Retired	Deep Learning based image segmentation [2024 INV#WO0000000107975] DOI · Pilot
0.47	Rangelands Water Monitoring and Forecasting System NASA · Pre-deployment	Using advanced computing techniques for mobile monitoring platforms [2024 INV#WO0000000109492] DOI · Pre-deployment
0.47	Autonomous Science and Technology for Responsive Adaptation (ASTRA) NASA · Pre-deployment	ORNL: AI for Advanced Manufacturing DOE · Pre-deployment
0.47	Court Reporting and Testimony Management Platform DOT · Pre-deployment	OCR and Translation DOJ · Deployed
0.46	Image processing DOJ · Pre-deployment	AGFA DR 800 with MUSICA Dynamic VA · Deployed
0.45	Generalized time-series anomaly detection for rapid data survey of in-situ observations NASA · Pre-deployment	Sediment Transport in Coastal Environments [2024 INV#WO0000000108118] DOI · Pilot
0.45	Semi-Automatic Landslide Detection (SALaD) NASA · Pre-deployment	Machine Learning for geophysical data inversion DOE · Deployed
0.44	Simultaneous emulation and downscaling of modeled soil state variables with machine learning NASA · Pre-deployment	App for predicting soil temperature during prescribed burns USDA · Pilot
0.43	Autonomous Science and Technology for Responsive Adaptation (ASTRA) NASA · Pre-deployment	ORNL: AI for Bio and Health Sciences DOE · Pre-deployment
0.43	Medicare AI Drug Search HHS · Pilot	IVR Automated Voice Assistant FTC · Deployed
0.43	Marketplace Qualified Health Plan Benefit AI Assistant (discovery) HHS · Pre-deployment	IVR Automated Voice Assistant FTC · Deployed
0.42	LexisNexis FHFA · Deployed	Bloomberg (AI Assisted Legal Research) DOJ · Pre-deployment
0.42	WestLaw FHFA · Deployed	Bloomberg (AI Assisted Legal Research) DOJ · Pre-deployment
0.42	LexisNexus NIGC · Deployed	Bloomberg (AI Assisted Legal Research) DOJ · Pre-deployment
0.42	Expansion of Generative AI (GenAI) Caption Generation for all Collections Videos HHS · Pilot	Raytheon Multimedia Monitoring System (M3S) DOE · Deployed
0.42	Simultaneous emulation and downscaling of modeled soil state variables with machine learning NASA · Pre-deployment	Soil Moisture Modeling DOE · Pilot
0.42	Sub-Saharan West Africa Land Cover Change NASA · Pre-deployment	Machine learning-based landscape feature classification using satellite and airborne imagery [2024 INV#WO0000000108791; 2024 INV#WO0000000108794] DOI · Pilot
0.41	Voiceover App USDA · Pre-deployment	Wellsaid DOJ · Deployed

Some top pairs are near-identical licence entries (for example, the same legal research product). They are correct matches but not reuse opportunities.

Forecasting and prediction: 132 use cases

Grouped by agency, deployed first

Agency	Use case	Stage	Sourcing
DHS	Illicit Trade	Deployed	in-house
DHS	Trade Entity Risk Model	Deployed	in-house
DHS	Cyber Threat Analysis (Recorded Future)	Deployed	vendor
DHS	Critical Infrastructure Network Anomaly Detection	Deployed	in-house
DHS	Individual Assistance (IA) Predictive Models for Program Quantities	Deployed	in-house
DHS	Airport Throughput Predictive Model	Deployed	in-house
DHS	LIGER Generative AI Toolkit	Pilot	vendor
DHS	Advance RPM Maintenance Operating Reporter (ARMOR)	Pre-deployment	Not reported
DOC	Evaluate AI for Forecasting Fronts	Not reported	Not reported
DOC	AI-Driven Global Forecast Model and Ensemble	Not reported	Not reported
DOC	Enhanced Precipitation Forecasting	Not reported	Not reported
DOC	Enhanced Fire Weather, Aviation, and Storm Surge Forecast Guidance	Not reported	Not reported
DOC	Advancing the West Coast Ocean Forecasting System through Assessment, Model Development, and Ecological Products	Not reported	Not reported
DOC	The VOLcanic Cloud Analysis Toolkit (VOLCAT): An application system for detecting, tracking, characterizing, and forecasting hazardous volcanic events	Not reported	Not reported
DOC	Work with Allen Institute on developing the Ai2 Climate Emulator (ACE) for seamless weather applications, including to emulate SHiELD-based medium-range forecasts for large ensemble predictions	Not reported	Not reported
DOC	A hybrid physics-machine learning model for orographic precipitation forecasting	Not reported	Not reported
DOC	Severe Convective Weather Parameter Generation using AI/ML with Microwave/Infrared Sounder Satellite Observations for Enhanced Weather Analysis and Forecast	Not reported	Not reported
DOC	AI-Driven Predictive Maintenance for the NOAA Fleet	Not reported	Not reported
DOE	Elucidating Genetic and Environmental Risk Factors for Antipsychotic-induced Metabolic Adverse Effects Using AI	Deployed	in-house
DOE	AI used for predictive modeling and real time control of traffic systems	Deployed	both
DOE	Bernie-AI: Infrastructure Planning Support POC	Pilot	in-house
DOE	NIF Shot Analytics & Predictive Maintenance Support Pilot	Pilot	vendor
DOE	VIPER (Visualizaiton for Predictive Maintenance Recommendation)	Pilot	both
DOE	Advanced Long Term Environmental Monitoring Systems (ALTEMIS)	Pilot	in-house
DOE	Machine Learning for Accelerator Operations Using Big Data Analytics / L-CAPE	Pilot	in-house
DOE	Use ML as part of an integrated strategy for forecasting renewable energy resources	Pre-deployment	Not reported
DOE	Use AI/ML for Climate Prediction	Pre-deployment	Not reported
DOE	Identifying Controlling Variables for Mercury Vapor Release at Y-12's Alpha-4	Pre-deployment	Not reported
DOI	Delineating sub-surface drainage using satellite imagery [2024 INV#WO0000000109525]	Deployed	in-house
DOI	Predicting post-fire tree mortality	Deployed	in-house
DOI	Performance Modeling / Performance Forecasting	Deployed	in-house
DOI	Data-Driven Streamflow Drought [2024 INV#WO0000000109714]	Pilot	in-house
DOI	Use of artificial intelligence tools for optimization and documentation for computer codes [2024 INV#WO0000000109681]	Pilot	both
DOI	Oceanographic, coastal, and geomorphic change analysis: data generation, QC/QA, and data management [2024 INV#WO0000000109310]	Pilot	in-house
DOI	Wave runup and total water level observations from time series imagery at several sites with varying nearshore morphologies [2024 INV#WO0000000108262]	Pilot	in-house
DOI	Machine learning based shoreline time-series imputation, classification and forecasting (time-series analyses) [2024 INV#WO0000000108117]	Pilot	in-house
DOI	HOTLink: identifying elevated thermal anomalies at volcanoes [2024 INV#WO0000000109217]	Pilot	in-house
DOI	Wildfire Risk Assessment & Predictive Modeling	Pilot	both
DOI	Experimental Forecast for River Chlorophyll	Pilot	in-house
DOI	Invasive Carp Harvest Predictive Model	Pilot	in-house
DOI	Seasonal Water Supply Forecasting: Pyforecast [2024 INV#DOI-69]	Pilot	in-house
DOI	Piloting Machine Learning Inflow Forecasts Across Reclamation [2024 INV#DOI-58]	Pilot	vendor
DOI	Use of AI to Enhance Flash Flood Forecast Tool [2024 Inv#WO0000000110323]	Pre-deployment	Not reported
DOI	Tsunami Hazard Analysis [2024 INV#WO0000000108470]	Pre-deployment	in-house
DOI	Machine learning for streamflow forecasting [2024 INV#WO0000000109317]	Pre-deployment	Not reported
DOI	Forecasting Earthquake Ground Motion Time Series [2024 INV#WO0000000109733]	Pre-deployment	in-house
DOI	Storm Induced Erosion Response Network	Pre-deployment	Not reported
DOI	Aveva Predictive Analytics (APA)	Pre-deployment	Not reported
DOI	AI Trapline for Fire	Pre-deployment	Not reported
DOI	Improved Processing and Analysis of Test and Operating Data from Rotating Machines [2024 INV#DOI-62]	Pre-deployment	in-house
DOI	Nutrient, Salinity, sediment, temperature, and drought model development	Pre-deployment	Not reported
DOJ	Bloomberg Government	Deployed	vendor
DOJ	Insider Threat Management and User Activity Monitoring	Deployed	vendor
DOJ	Databricks (Forecasting, predictive analytics, data/statistical analysis)	Pilot	vendor
DOJ	SAS (Forecasting, predictive analytics, data/statistical analysis)	Pre-deployment	Not reported
DOJ	R (Forecasting, predictive analytics, data/statistical analysis)	Pre-deployment	Not reported
DOJ	Stata (Forecasting, predictive analytics, data/statistical analysis)	Pre-deployment	Not reported
DOJ	Matlab (Forecasting, predictive analytics, data/statistical analysis)	Pre-deployment	Not reported
DOJ	Enhanced Proactive Financial Analysis Techniques for Fusion Desktop	Pre-deployment	Not reported
DOJ	Capture and Convert Structured Data from Scanned Case Documents to Support Advanced Analysis and Trend Forecasting	Pre-deployment	Not reported
DOT	Technical Operations Predictive Maintenance	Pre-deployment	both
DOT	Predictive Analytics Using Autonomous Track Geometry Measurement System (ATGMS) Data	Pre-deployment	Not reported
DOT	National Airspace System (NAS) Safety Anomaly Metric with STAD integration (Safety Trend Analytics D	Pre-deployment	both
EPA	Predictive Analytics Supporting GHGRP Data Review	Retired	Not reported
FHFA	Neural Networks for FHFA Modeling Analytics Platform (FMAP)	Deployed	in-house
FHFA	Analytics, Indexing, and Anomaly Detection for Data Management on SQL Server	Deployed	vendor
FHFA	Workflow automation and predictive analytics using ServiceNow	Deployed	vendor
FRB	Economic Trend Modeling	Deployed	in-house
FRB	Manufacturer Sentiment Analysis	Deployed	in-house
FRB	Supply Chain Estimations	Deployed	in-house
FRB	Variable Optimization	Pilot	in-house
FRB	Stock Market Analysis	Pre-deployment	Not reported
GSA	Elastic Machine Learning Threat Detection (Phase 1)	Deployed	Not reported
HHS	Short-term Forecasting of Severe Outcomes for Seasonal and Epidemic Pathogens	Deployed	both
HHS	Nowcasting Burden and Infection Trends for Seasonal and Epidemic Pathogens	Deployed	both
HHS	Machine Learning with Premier Healthcare Data to inform predictive modeling of antibiotic use	Deployed	in-house
HHS	MedWatch Dashboard	Deployed	both
HHS	Resource Capacity Planning	Deployed	both
HHS	Supply Chain Resilience Program, Office of Supply Chain Resilience (OSCR) - Foresight	Deployed	in-house
HHS	Center for Forecast and Analytics (CFA) Model Studio	Pilot	both
HHS	Integrated Data Repository (IDR) Customer Analytic Environment (CAE)	Pilot	both
HHS	Drug Shortage Predictive Model	Pilot	in-house
HHS	RA and RADV Predictive Modeling and Methodology Evaluation	Pre-deployment	Not reported
HHS	AI-Enhanced FDA Regulated Commodity Consumption Pattern Analysis	Pre-deployment	Not reported
HHS	AI identification of "High-Risk" Health Centers	Pre-deployment	Not reported
NASA	Time Series Forecasting, Evaluation and Deployment (Time-FED)	Pilot	in-house
NASA	Geostationary Satellite Sounder Pathfinder Project for 4-D Atmospheric Thermodynamics and Winds	Pre-deployment	Not reported
NASA	SERVIR Applied Deep Learning Book	Pre-deployment	Not reported
NASA	Bias correction of GEOS S2S forecast using machine learning	Pre-deployment	Not reported
NASA	Development of a machine learning emulator for CAM-CMAQ to improve wildfire smoke forecasts	Pre-deployment	Not reported
NASA	Generating localized air quality forecasts for US embassies using ML and GEOS-FP	Pre-deployment	Not reported
NASA	Localized air quality forecasts for cities in Africa and South America	Pre-deployment	Not reported
NASA	Rangelands Water Monitoring and Forecasting System	Pre-deployment	Not reported
NASA	A Forecasting Scheme For Accelerated Harmful Algal Bloom Monitoring (FASTHAB)	Pre-deployment	Not reported
NASA	Integrating Explainable Machine Learning with Physics for Enhanced Wildfire Detection in Observation-Constrained Environments	Pre-deployment	Not reported
NASA	Diffusion Modeling of the Solar Corona	Pre-deployment	Not reported
NASA	Data-Mining Similar Scenarios for Uncertainty Quantification of Solar Wind Predictions at L1	Pre-deployment	Not reported
NASA	Nominal Forecast Sub System for the NASA Coastal Zone Digital Twin	Pre-deployment	Not reported
NASA	Hydrology Copilot	Pre-deployment	Not reported
NASA	Development of a Next-Generation Ensemble Prediction System for Atmospheric Composition	Pre-deployment	Not reported
NCUA	Supervisory Stress Testing	Deployed	in-house
SBA	Business Development	Pre-deployment	vendor
SBA	AI for Small Business Development w/Copilot, Gemini or ChatGPT	Pre-deployment	vendor
SBA	Predictive AIOps	Pre-deployment	vendor
SBA	GovCon Match	Retired	in-house
STATE	Predictive Analytics Platform	Retired	Not reported
TREAS	Sub-Asset Maintenance Model	Deployed	both
TREAS	Inventory Replenishment Forecast	Deployed	both
TREAS	IDV Model	Deployed	both
TREAS	GenAI Productivity Tool Pilot	Pilot	vendor
TREAS	Ink and Paper Consumption Forecast (IPCF)	Pre-deployment	Not reported
TREAS	AI-Driven Predictive Maintenance for Mint Manufacturing Equipment and Production Assets	Pre-deployment	Not reported
TREAS	IRS IaaP Accelerator ( AI-Powered Infrastructure as a Product Accelerator)	Pre-deployment	Not reported
TREAS	Integrated Financial Management Information System (IFMIS)	Pre-deployment	Not reported
TREAS	GenAI for Low Code Platform	Pre-deployment	Not reported
TVA	Load Forecasting	Not reported	Not reported
TVA	River Forecast	Not reported	Not reported
USDA	Operational Water Supply Forecasting for Western US Rivers	Deployed	in-house
USDA	Regression, Classification, Clustering with Hilbert Curves	Pilot	in-house
USDA	Long-term monitoring of northern spotted owl habitat and populations	Pilot	in-house
USDA	Predictive Modeling of Invasive Pest Species	Pre-deployment	Not reported
USDA	Preseason Corn and Soybeans Forecasts	Pre-deployment	Not reported
USDA	Predictive Maintenance Impacts	Retired	Not reported
VA	Stratification Tool for Opioid Risk Mitigation (STORM)	Deployed	both
VA	REACH VET Suicide Risk Prediction and Recovery Engagement	Deployed	both
VA	Employee Transactions for HR Decision-Making	Pre-deployment	Not reported
VA	Pharmacy AI Managed Inventory System (PHAIMIS)	Pre-deployment	Not reported
VA	Billing Claims Prediction	Pre-deployment	Not reported
VA	Artificial Intelligence Assisted Procurement Tools (AIAPT)	Pre-deployment	Not reported
VA	Potential Fraud or Waste	Pre-deployment	Not reported
VA	PestScore VA: AI-Driven Pest Risk Forecasting	Pre-deployment	Not reported
VA	Discharge Predictive Model	Retired	Not reported