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Snapshot · OMB 2025 inventory · processed Oct 11, 2026
Governance and accountability

Governance evidence

What agencies reported about the OMB M-25-21 minimum practices for high-impact AI. This is a disclosure analysis, not an audit, a compliance finding or an official assessment. An unanswered question is missing evidence, not evidence that a safeguard is absent.

Agency
Stage
High-impact
Topic1
AI type1
Sourcing
Vendor
Function
Start year

Only records with a parseable start date match a year filter.

AI type: Classical / predictive MLTopic: Science

Practice-by-practice evidence

Denominator: 532 records · all use cases in the current filter
Reported in placeReported in progressNot applicableOther or ambiguous answerNo answer reported
PracticeIn scopeIn placeIn progressNot in placeN/APrecluded or waivedOtherNo answerAnsweredIn place of applicable
Pre-deployment testing5320100005310%0% of 532
AI impact assessment5320100005310%0% of 532
Independent review53223200005075%4% of 532
Ongoing monitoring53223200005075%4% of 532
Operator training53223200005075%4% of 532
Fail-safe53200026005065%0% of 506
Appeal process53202303005065%0% of 529
User and public consultation5320700015242%0% of 532

Answered = records with any answer ÷ records in scope. In place of applicable = reported in place ÷ (in scope minus not applicable, precluded and waived). Unanswered records stay in that denominator, so the rate is a lower bound on reported evidence, not an estimate of real practice.

Agency-by-safeguard heatmap

Cell: share reported in place, among applicable recordsIn placeAnswered
Agency by governance practice
TestingImpact assess.Indep. reviewMonitoringTrainingFail-safeAppealConsultationn
NASA––––––––263
DOI––16%16%16%0%0%0%143
DOE0%0%–––0%0%0%61
USDA––––––––45
HHS––––––––14
TREAS––––––––3
EPA––––––––2
VA––––––––1

Hatched cells: the agency answered nothing for that practice, so there is no evidence either way. Compare agencies with care: each agency is one reporting unit, and portfolios differ in size and type.

Records requiring further investigation

532 records with at least one practice unanswered or in progressOpen in explorer
Use caseStageTestAIAReviewMonitorTrainFail-safeAppealConsult
Physics-Informed Learning Machines for Multiscale and Multiphysics Problems (PhILMs)
DOE · DOE-356
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
high level synthesis for machine learning (previously hls4ml)
DOE · DOE-64
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
READS: Real-time Edge AI for Distributed Systems
DOE · DOE-70
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Automated Walrus Haulout Monitoring [2024 INV#WO0000000110052]
DOI · DOI-0247
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
PAWSC Ecotoxicology PFAS Machine Learning [2024 INV#WO0000000112908]
DOI · DOI-0238
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Delineating sub-surface drainage using satellite imagery [2024 INV#WO0000000109525]
DOI · DOI-0230
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Oil Spill Response for Ice-Covered Rivers [2024 INV#WO0000000109142]
DOI · DOI-0208
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Pacific Northwest Stream Flow Permanence [2024 INV#WO0000000109137]
DOI · DOI-0207
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Climate Futures for Lizards and Snakes in Western North America [2024 INV#WO0000000109092]
DOI · DOI-0201
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Using Machine Learning in USGS StreamStats to make suspended sediment and bedload predictions [2024 INV#WO0000000107977]
DOI · DOI-0176
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Rangeland Condition Monitoring Assessment and Projection (RCMAP) [2024 INV#WO0000000107126]
DOI · DOI-0171
DeployedNo answer reportedNo answer reportedReported in progressReported in progressReported in progressNot applicableNot applicableReported in progress
use of random forest for species distribution modeling
DOI · DOI-0161
DeployedNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
PRObability of Streamflow PERmanence (PROSPER models) [2024 INV#WO0000000109074]
DOI · DOI-0156
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Machine Learning for automatic fracture mapping and rock identification [2024 INV#WO0000000109499]
DOI · DOI-0155
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Machine Learning for Avalanche Frequency Modeling
DOI · DOI-0148
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Deep?learning Integrations into NEIC Operations [2024 INV#WO0000000109496]
DOI · DOI-0119
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
USGS Flow Photo Explorer [2024 INV#WO0000000109196]
DOI · DOI-0117
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Coastal Change Likelihood: Synthesizing change factors using supervised learning
DOI · DOI-0115
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Predicting post-fire tree mortality
DOI · DOI-0100
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Global food-and-water security-support analysis data (GFSAD) project [2024 INV#WO0000000107073]
DOI · DOI-0095
DeployedNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
Frog vocalization recognition from digital recordings
DOI · DOI-0092
DeployedNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
Patterns in the Landscape – Analyses of Cause and Effect
DOI · DOI-0090
DeployedNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
Estimates of Habitat Suitability of Reed Canarygrass (Phalaris arundinacea) in Upper Mississippi River Floodplain Forest Understories
DOI · DOI-0084
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Submersed Aquatic Vegetation Vulnerability Evaluation Application (SAVVEA)
DOI · DOI-0081
DeployedNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
LANDFIRE
DOI · DOI-0069
DeployedNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
Invasive Grass Mapping
DOI · DOI-0068
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Evapotranspiration mapping and monitoring
DOI · DOI-0067
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
National Land Cover Database (NLCD) [2024 INV#WO0000000107887]
DOI · DOI-0066
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Effects of vehicle traffic on space use and road crossings of caribou in the Arctic [2024 INV#WO0000000110111]
DOI · DOI-0007
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Streamflow Duration Assessment Modeling
EPA · 25
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Living Literature Review: Semi-automated Literature Screening
EPA · 76
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Lineage Assignment by Extended Learning (LABEL)
HHS · R0717
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
CDER Regulatory Science Research (RSR) Projects AI for Process Control in Advanced Manufacturing
HHS · R0837
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Alphafold
HHS · R0956
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
CryoSPARC
HHS · R0960
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
ModelAngelo
HHS · R0966
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Pangolin Lineage Classification of SARS-CoV-2 Genome Sequences
HHS · R0968
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
TB DEPOT (Tuberculosis Data Exploration Portal)
HHS · R0974
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
AEGIS: Autonomous Exploration for Gathering Increased Science
NASA · NASA-214
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
CLASP Coverage Planning & Scheduling
NASA · NASA-221
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Enhanced AutoNav for Perseverance Rover on Mars
NASA · NASA-225
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
MLNav (Machine Learning Navigation)
NASA · NASA-234
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Perseverance Rover on Mars - Terrain Relative Navigation
NASA · NASA-237
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
SensorWeb: Volcano, Flood, Wildfire, and others.
NASA · NASA-451
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Global, Seasonal Mars Frost Maps
NASA · NASA-708
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Near-real-time aerosol retrievals from OMPS Limb Profiler measurements
NASA · NASA-848
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Retrieving stratospheric water vapor from OMPS Limb Profiler measurements
NASA · NASA-849
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Application of ML to Detection of Anomalies in Spacecraft Health and Status Data
NASA · NASA-854
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Dirty Vacuum rated 6-Axis Robotic Arm Toolpathing
NASA · NASA-928
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Programmatic Access to LLMs via API
TREAS · TREASURY-OFR-002
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
TreeMap and FuelMap (all versions)
USDA · USDA-018
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Landscape Change Monitoring System (LCMS)
USDA · USDA-019
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Cropland Data Layer
USDA · USDA-022
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
DISTRIB-II: Habitat Suitability of Eastern United States Tree
USDA · USDA-051
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
The Big Data, Mapping, and Analytics Platform (BIGMAP) Project
USDA · USDA-079
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Esri ArcGIS Pro Deep Learning Modules
USDA · USDA-091
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
ORNL: AI for Transportation and Mobility
DOE · DOE-331
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
ORNL: AI for Energy Generation and Distribution
DOE · DOE-333
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
ORNL: AI for Advanced Manufacturing
DOE · DOE-334
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
ORNL: AI for Neutron Science
DOE · DOE-338
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
ORNL: AI for Fusion Energy
DOE · DOE-340
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
APT Analytics
DOE · DOE-352
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
AI techniques for identification of suitable delivery parking spaces in an urban scenario
DOE · DOE-360
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Surrogate models for probabilistic Bayesian inference
DOE · DOE-361
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
MI8 Collimators Surogate Model
DOE · DOE-453
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Unleashing AI Transformer Models on FPGAs for Accelerating LHC and Particle Physics
DOE · DOE-485
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Advanced Peer to Peer Transactive Energy Platform with Predictive Optimization
DOE · DOE-506
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Nanoparticle growth kinetics and mechanism
DOE · DOE-513
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Center for Mesoscale Transport Properties
DOE · DOE-516
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Develop a Machine Learning Framework for Optimal Computational Campaigns for Complex Uncertain Systems
DOE · DOE-517
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
AI/ML in High Energy Physics Research
DOE · DOE-523
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
NIF Shot Analytics & Predictive Maintenance Support Pilot
DOE · DOE-529
PilotReported in progressReported in progressNo answer reportedNo answer reportedNo answer reportedNot applicableNot applicableOther or ambiguous answer
SMMM
DOE · DOE-533
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
A Digital Twin for In-silico Spatiotemporally-resolved Experiments
DOE · DOE-553
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Machine learning for accelerated understanding of dynamic catalysis
DOE · DOE-554
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Safeguards Digital Twin
DOE · DOE-564
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Use AI/ML ML to Optimize Data and Experiments at National Synchrotron Light Source II (NSLS-II) and the Accelerator Test Facility (ATF)
DOE · DOE-565
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Data-Science Enabled, Robust and Rapid MeV Ultrafast Electron Diffraction System to Characterize Materials Including for Quantum and Energy Applications
DOE · DOE-570
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Use ML as part of an integrated strategy for forecasting renewable energy resources
DOE · DOE-572
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
MR-DT
DOE · DOE-579
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported

Showing 80 of 532, deployed first.

Unanswered analytical questions

Generated from the data; for follow-up with agencies
  1. DOE designated 5 use cases high-impact but answered none of the minimum-practice questions for any of them. Were the practices assessed, and where is that recorded?

These are questions the inventory raises but cannot answer. They are not findings of non-compliance.