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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
Topic
AI type1
Sourcing
Vendor
Function1
Start year

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

AI type: Classical / predictive MLFunction: Image and video analysis

Practice-by-practice evidence

Denominator: 42 records · all use cases in the current filter
Reported in placeReported in progressNot applicableNo answer reported
PracticeIn scopeIn placeIn progressNot in placeN/APrecluded or waivedOtherNo answerAnsweredIn place of applicable
Pre-deployment testing42010000412%0% of 42
AI impact assessment42010000412%0% of 42
Independent review424100003712%10% of 42
Ongoing monitoring424100003712%10% of 42
Operator training424100003712%10% of 42
Fail-safe421004003712%3% of 38
Appeal process420401003712%0% of 41
User and public consultation42100000412%2% of 42

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
DOI––19%19%19%0%0%–21
NASA––––––––11
USDA––––––––7
DOJ––––––––1
DHS––––––––1
DOE0%0%0%0%0%100%0%100%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

42 records with at least one practice unanswered or in progressOpen in explorer
Use caseStageTestAIAReviewMonitorTrainFail-safeAppealConsult
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
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
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
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
Object Detection Tool 1
DOJ · DOJ-0277
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Rangeland Analysis Platform
USDA · USDA-046
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
County-Level Remotely-Sensed Corn and Soybean Yield Estimation
USDA · USDA-067
DeployedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
AI for regional forest mapping and monitoring
USDA · USDA-089
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
Global Maritime Intelligence
DHS · DHS-2667
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Drone Imagery Analysis
DOE · DOE-539
PilotReported in progressReported in progressReported in progressReported in progressReported in progressReported in placeNot applicableReported in place
Remote Sensing Coastal Change - Shoreline Change
DOI · DOI-0264
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Automated otolith aging using image processing [2024 INV#WO0000000109315]
DOI · DOI-0225
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Machine-learning model to delineate sub-surface agricultural drainage from satellite imagery [2024 INV#WO0000000109078]
DOI · DOI-0199
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Machine learning-based landscape feature classification using satellite and airborne imagery [2024 INV#WO0000000108791; 2024 INV#WO0000000108794]
DOI · DOI-0192
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Machine Learning Image Classification of Wetlands and Soil moisture [2024 INV#WO0000000108779]
DOI · DOI-0190
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Deep Learning based image segmentation [2024 INV#WO0000000107975]
DOI · DOI-0175
PilotNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
Remote sensing of particulate and filter passing mercury species: models and proxies
DOI · DOI-0157
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
An integrated sensor network and data driven approach to satellite remote sensing of Dissolved Organic Matter
DOI · DOI-0154
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Using High-Resolution Imagery and Artificial Intelligence to Support Climate Change Resilience in Agroforestry Across the Pacific
DOI · DOI-0138
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Random forest models for predicting water quality of inland waters from remotely sensed imagery
DOI · DOI-0137
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
MAGMA-net: Multimodal analysis for geophysical monitoring of activity
DOI · DOI-0125
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Improving Prediction Capabilities for Barrier Island Landscape Change
DOI · DOI-0114
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Forest metrics at Redwood National and State Parks
DOI · DOI-0098
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Developing land cover maps for barrier islands using satellite imagery
DOI · DOI-0087
PilotNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
Detecting and tracking reed canarygrass (Phalaris arundinacea) invasion in the Upper Mississippi River floodplain using remote sensing and artifial intelegence.
DOI · DOI-0085
Pre-deploymentNo answer reportedNo answer reportedReported in placeReported in placeReported in placeNot applicableReported in progressNo answer reported
Using Machine Learning to Automate Crack Mapping and Structural Health Monitoring
DOI · DOI-0048
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Using advanced computing techniques for image-based monitoring [2024 INV#WO0000000109674]
DOI · DOI-0034
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
HyperMapping with Hyperspectral Precise Pointing Optical Sensor (HYPPOS) for Decadal Survey Mission Pathfinder Activities
NASA · NASA-133
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Semi-Automatic Landslide Detection (SALaD)
NASA · NASA-189
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
SpectraClass: Semi-supervised learning in a Jupyter Notebook
NASA · NASA-192
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Estimation of Multilayered Cloud Properties from Low-Earth-Orbit Satellite Imager Data
NASA · NASA-314
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Geostationary Satellite Sounder Pathfinder Project for 4-D Atmospheric Thermodynamics and Winds
NASA · NASA-317
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Improvements in Global Nighttime Satellite Cloud Analyses for Weather and Climate
NASA · NASA-321
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Automated Dust detection in satellite imagery
NASA · NASA-360
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Marine debris detection using deep learning and high resolution satellite images
NASA · NASA-370
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
SERVIR Applied Deep Learning Book
NASA · NASA-506
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Sub-Saharan West Africa Land Cover Change
NASA · NASA-847
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Lunar Foundation Model for Planetary Sciences
NASA · NASA-930
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
LCAT - Land Change Analysis Technique
USDA · USDA-011
PilotNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Cover Crop Mapping
USDA · USDA-061
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported
Planting Date Detection
USDA · USDA-062
Pre-deploymentNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reportedNo answer reported

Unanswered analytical questions

Generated from the data; for follow-up with agencies

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