Insights | AI Use Case Library

Explore the data

Catalog at a glance

A survey of all 6,442 use cases before you drill into individual rows — by workbook, priority, risk, evidence quality, sector, and mission area.

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By workbook

The four source catalogs behind this library.

DoD FM1,381 (21%)

Federal / Audit / Finance550 (9%)

OMB Individually Reported3,611 (56%)

OMB Consolidated COTS900 (14%)

By priority

DoD FM v2.1 priority; other catalogs are mostly unassigned/opportunity rows.

Very High90 (1%)

High793 (12%)

Medium498 (8%)

Unassigned5,061 (79%)

By risk level

Assigned mainly on DoD FM (v2.1) and OMB high-impact determinations.

High794 (12%)

Medium-High410 (6%)

Medium617 (10%)

Low-Medium115 (2%)

Low2,630 (41%)

Unassigned1,876 (29%)

By evidence type

How directly each row is tied to a public-source system, process, or exact inventory row.

Exact public inventory row4,576 (71%)

Derived/normalized from public DoD FM source and established financial-sector AI pattern1,280 (20%)

Normalized from public source465 (7%)

V2 strategic addition based on audit-priority reassessment and OMB AI pattern review40 (1%)

Targeted DoD FM use case derived from public-source pain point or system mission36 (1%)

Direct public-source process / target25 (0%)

Exact public inventory example20 (0%)

Top sectors

Federal Government4,726 (73%)

Department of Defense Financial Management1,381 (21%)

Accounting / Audit Firms170 (3%)

Financial Services95 (1%)

Cross-industry70 (1%)

Top mission areas

Common / COTS AI Pattern900 (14%)

Science758 (12%)

Unassigned607 (9%)

Administrative Functions440 (7%)

Information Technology407 (6%)

Law Enforcement285 (4%)

Health and Medical272 (4%)

Other174 (3%)

Service Delivery160 (2%)

Energy and the Environment131 (2%)