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.

Governance report

Practice-by-practice evidence

Denominator: 105 records · all use cases in the current filter

Reported in placeReported in progressNot applicableNo answer reported

Pre-deployment testing

Pre-deployment testing
No answer reported: 105 (100.0%)

105

AI impact assessment

AI impact assessment
No answer reported: 105 (100.0%)

105

Independent review

Independent review
Reported in place: 13 (12.4%)Independent review
Reported in progress: 1 (1.0%)Independent review
No answer reported: 91 (86.7%)

105

Ongoing monitoring

Ongoing monitoring
Reported in place: 13 (12.4%)Ongoing monitoring
Reported in progress: 1 (1.0%)Ongoing monitoring
No answer reported: 91 (86.7%)

105

Operator training

Operator training
Reported in place: 13 (12.4%)Operator training
Reported in progress: 1 (1.0%)Operator training
No answer reported: 91 (86.7%)

105

Fail-safe

Fail-safe
Not applicable: 14 (13.3%)Fail-safe
No answer reported: 91 (86.7%)

105

Appeal process

Appeal process
Reported in progress: 13 (12.4%)Appeal process
Not applicable: 1 (1.0%)Appeal process
No answer reported: 91 (86.7%)

105

User and public consultation

User and public consultation
Reported in progress: 6 (5.7%)User and public consultation
No answer reported: 99 (94.3%)

105

Practice	In scope	In place	In progress	N/A	No answer	Answered	In place of applicable
Pre-deployment testing	105	0	0	0	105	0%	0% of 105
AI impact assessment	105	0	0	0	105	0%	0% of 105
Independent review	105	13	1	0	91	13%	12% of 105
Ongoing monitoring	105	13	1	0	91	13%	12% of 105
Operator training	105	13	1	0	91	13%	12% of 105
Fail-safe	105	0	0	14	91	13%	0% of 91
Appeal process	105	0	13	1	91	13%	0% of 104
User and public consultation	105	0	6	0	99	6%	0% of 105

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 place Answered

Agency by governance practice
	Testing	Impact assess.	Indep. review	Monitoring	Training	Fail-safe	Appeal	Consultation	n
DOI	–	–	12%	12%	12%	0%	0%	0%	105

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

105 records with at least one practice unanswered or in progressOpen in explorer

Use case	Stage	Test	AIA	Review	Monitor	Train	Fail-safe	Appeal	Consult
Use of AI to Enhance Flash Flood Forecast Tool [2024 Inv#WO0000000110323] DOI · DOI-0266	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Bird Nest Detection [2024 Inv#WO0000000110506] DOI · DOI-0265	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Remote Sensing Coastal Change - Shoreline Change DOI · DOI-0264	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
ROV Smart Touch Subsea Pipeline Inspections DOI · DOI-0260	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Level 1 Survey Report Corrosion Level Classification DOI · DOI-0257	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Well Activity Report Classification DOI · DOI-0256	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Autonomous Drone Inspections DOI · DOI-0255	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Development of a computer vision model to monitor for early detection of habitat loss across the landscape. [2024 INV#DOI-65] DOI · DOI-0254	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
ChatGPT to write Python scripts for ArcGIS Pro Maps to be CVD-Friendly [2024 INV#WO0000000107402] DOI · DOI-0246	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Harmful Algal Bloom prediction and detection system for Williams Fork Reservoir [2024 INV#WO0000000184339] DOI · DOI-0244	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Use modern AI/ML approaches to gain insight into USGS unstructured data such as text [2024 INV#WO0000000131706] DOI · DOI-0240	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Parsing large quantities of text data [2024 INV#WO0000000113692] DOI · DOI-0239	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Avian population estimates from passive acoustic monitoring [2024 INV#WO0000000109725] DOI · DOI-0236	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
FEMA mixed population flood-frequency analysis [2024 INV#WO0000000109723] DOI · DOI-0235	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Mapping sagebrush from drones to satellites [2024 INV#WO0000000109568] DOI · DOI-0231	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Reinforcement Learning for Helmholtz Coil Operation and Simulation [2024 INV#WO0000000109497] DOI · DOI-0228	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Machine Learning algorithm for stream velocity prediction [2024 INV#WO0000000109319] DOI · DOI-0226	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Wildlife species recognition and distance from camera estimation [2024 INV#WO0000000109245] DOI · DOI-0220	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Development of a Strategic Framework for Use and Implementation of Machine Learning in Energy Resource Program Workflows [2024 INV#WO0000000109216] DOI · DOI-0217	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Predicting Sparse (Geothermal) Resources Availability by using Machine Learning [2024 INV#WO0000000109195] DOI · DOI-0211	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
SAMPLE Toolbox [2024 INV#WO0000000109123] DOI · DOI-0206	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Mapping wildfire fuels in previously burned landscapes [2024 INV#WO0000000109121] DOI · DOI-0205	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Advancing image-based surveys to support sea duck conservation along the Pacific Flyway [2024 INV#WO0000000109096] DOI · DOI-0203	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Predicting inundation dynamics of small forested wetlands [2024 INV#WO0000000109089] DOI · DOI-0200	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Environmental streamflows in the United States: historical patterns and predictions [2024 INV#WO0000000109075] DOI · DOI-0198	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Zero shot segmentation to expedite Quaternary geologic mapping [2024 INV#WO0000000108739; 2024 INV#WO0000000109150] DOI · DOI-0189	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Tracking wetlands and water movement across watersheds [2024 INV#WO0000000108734] DOI · DOI-0187	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Everglades-Flux, Digital Surveys [2024 INV#WO0000000108630] DOI · DOI-0186	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Summarization of documents and output to ECOSphere species workflow [2024 INV#DOI-63] DOI · DOI-0184	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Cell Phone Application for Oil Spill Detection [2024 INV#WO0000000108285] DOI · DOI-0183	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
National Wildlife Disease Database (NWDD) [2024 INV#WO0000000108149; 2024 INV#WO0000000109192] DOI · DOI-0181	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Data-driven approaches to filling missing time-series data within the San Francisco Bay-Delta [2024 INV#WO0000000107683; INV#WO0000000107488] DOI · DOI-0174	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	No answer reported
Mapping ecohydrological headwater refugia DOI · DOI-0164	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Machine Learning based shoreline detection and sea ice dynamics using coastal cameras [2024 INV#WO0000000108008] DOI · DOI-0166	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	Reported in progress
Tsunami Hazard Analysis [2024 INV#WO0000000108470] DOI · DOI-0165	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	Reported in progress
Machine learning for streamflow forecasting [2024 INV#WO0000000109317] DOI · DOI-0167	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Determining the resource potential of critical minerals in seafloor massive sulfide deposits [2024 INV#WO0000000109311] DOI · DOI-0163	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	Reported in progress
Remote sensing of particulate and filter passing mercury species: models and proxies DOI · DOI-0157	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
An integrated sensor network and data driven approach to satellite remote sensing of Dissolved Organic Matter DOI · DOI-0154	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Machine Learning for Rapid Earthquake Magnitude Estimation DOI · DOI-0153	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Lead attribution model DOI · DOI-0152	Pre-deployment	No answer reported	No answer reported	Reported in progress	Reported in progress	Reported in progress	Not applicable	Not applicable	Reported in progress
Machine learning for stream velocity prediction DOI · DOI-0146	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Improved earthquake detection for research studies [2024 INV#WO0000000108499] DOI · DOI-0147	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Predictive AI applications for estimating water quality constituents as causal factors of harmful algal blooms. DOI · DOI-0143	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Biotic and abiotic drivers of the prevalence of a tick and associated vector-borne disease DOI · DOI-0142	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Enhancing Community and Wildlife Resilience to Sea?Level Rise and Infrastructure Development in the San Pablo Baylands DOI · DOI-0141	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Predicting from the past - identifying characteristics of invasion-resistant and invasion-prone waterbodies to aid horizon scanning DOI · DOI-0139	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Using High-Resolution Imagery and Artificial Intelligence to Support Climate Change Resilience in Agroforestry Across the Pacific DOI · DOI-0138	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Forecasting Earthquake Ground Motion Time Series [2024 INV#WO0000000109733] DOI · DOI-0140	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Refining Flood Risk Predictions in Hawai?i with Generative Machine Learning DOI · DOI-0136	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Machine Learning for High-Resolution Downscaling in the Hawaiian Islands DOI · DOI-0134	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Global Detection of Historical Harmful Algal Blooms via combined Satellite Data and Deep Learning Methods DOI · DOI-0133	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Feature extraction and characterization for update of The National Map DOI · DOI-0131	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	No answer reported
Supervised learning for phycocyanin estimation from Sentinel-2 MSI in inland waters with independent validation DOI · DOI-0130	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	No answer reported
MAGMA-net: Multimodal analysis for geophysical monitoring of activity DOI · DOI-0125	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Animas River Metals Surrogate DOI · DOI-0124	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
[Un]supervised clustering of [non-]earthquake signals commonly recorded on regional seismic networks DOI · DOI-0121	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	Reported in progress
Inference of PFAS precursor compositions DOI · DOI-0110	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	Reported in progress
Using Graph Neural Networks for development of nonergodic earthquake ground-motion models DOI · DOI-0118	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Synthesizing mapping and monitoring data to understand fluctuations in prairie dog colony size and densities in Theodore Roosevelt National Park [2024 INV#WO0000000109308] DOI · DOI-0116	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Storm Induced Erosion Response Network DOI · DOI-0107	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Accelerating scientific discovery through AI-driven literature synthesis and meta-analysis using large language models [2024 INV#WO0000000201793]] DOI · DOI-0106	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Enhancing U.S. critical mineral supply chains through AI and remote sensing mapping of legacy mine sites and tailings DOI · DOI-0102	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Improving recreation opportunities and access to public lands through machine learning and transportation planning DOI · DOI-0104	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Multiple machine-learning estimation of groundwater levels and trends for the regional Mississippi River Valley alluvial aquifer DOI · DOI-0101	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Lake Champlain Cyanobacteria Bloom modeling DOI · DOI-0099	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Forest metrics at Redwood National and State Parks DOI · DOI-0098	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Fire Effects at Whiskeytown National Recreation Area and Lava Beds National Monument DOI · DOI-0096	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Diploid Detector/Triploid Tracker for Grass Carp DOI · DOI-0091	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No 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-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	No answer reported
Hydrologic predictions for the Upper Mississippi River System using a hybrid deep learning approach. DOI · DOI-0082	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
PFAS model of soils in the northeast DOI · DOI-0076	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	No answer reported
PFAS Groundwater Model DOI · DOI-0078	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	No answer reported
ATLAS DOI · DOI-0077	Pre-deployment	No answer reported	No answer reported	Reported in place	Reported in place	Reported in place	Not applicable	Reported in progress	No answer reported
Aveva Predictive Analytics (APA) DOI · DOI-0058	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
FBMS UPC Chatbot DOI · DOI-0057	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
General Land Office Records Modernization DOI · DOI-0056	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
AI Trapline for Fire DOI · DOI-0055	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
RUDD AI Development of a Small Language Model for Land Use Planning Decisions Consolidation DOI · DOI-0054	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported
Assessment Inventory and Monitoring (AIM) Chatbot DOI · DOI-0053	Pre-deployment	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported	No answer reported

Showing 80 of 105, deployed first.

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.