Agency dossier · VA
Department of Veterans Affairs
367 reported use cases, 10.2% of all federal records. Rank reflects what was reported, not performance.
#3by records#3by deployed#1by high-impact#33by completenessof 41 agencies
Disclosure completeness57%Mean of 12 core fields
Technology portfolio
Click a segment for recordsMission mix
Topic area as reportedLifecycle
367 recordsWithin each stageHigh-impact · Gen./agentic
Pre-deployment54%45%
Pilot33%38%
Deployed68%8%
Retired57%0%
Lifecycle timeline
By agency-reported start yearNo parseable start dates reported367 records in this view leave the start-date field blank or unparseable, so no timeline can be drawn from the source data.
Position against all agencies
This agency vs the federal inventoryDeployed share38%vs 29%
High-impact share59%vs 12%
Generative or agentic22%vs 27%
Sourcing reported43%vs 44%
In-house development14%vs 28%
Disclosure completeness57%vs 67%
Cyan: VA. Ring: all 3,611 records. Differences describe reporting, not quality.
Governance evidence
215 high-impact use cases · share reported in placePre-deployment testing0%
AI impact assessment0%
Independent review0%
Ongoing monitoring0%
Operator training0%
Fail-safe0%
Appeal process0%
User and public consultation0%
No answer reported
No answer is missing evidence, not evidence that a safeguard is absent. Click a segment to open those records.
Sourcing and vendors
Sourcing reported for 43%No vendor on the standard list.
- Automated Claims ProcessingDeployed · High-impactVA-24-1938 · Natural language processing · Government Benefits Processing · NCA: National Cemetery Administration
- TERA Memorandum AutomationDeployed · High-impactVA-24-2430 · Natural language processing · Government Benefits Processing · OIT: Office of Information & Technology
- VA.gov Chatbot: Summative ContentDeployed · High-impactVA-24-2717 · Classical / predictive ML · Information Technology · OIT: Office of Information & Technology
- Heuristic Behavior AnalyticsDeployed · High-impactVA-25-2537 · Classical / predictive ML · Cybersecurity · OIT: Office of Information & Technology
- Concept ClusteringDeployed · High-impactVA-25-3275 · Classical / predictive ML · Administrative Functions · OIT: Office of Information & Technology
- Evolv WDS - OSLEDeployed · High-impactVA-24-36 · Agentic AI · Law Enforcement · OSP: Office of Operations, Security, and Preparedness
- Avigilon Camera/Search Function - OSSODeployed · High-impactVA-24-77 · Computer vision · Law Enforcement · OSP: Office of Operations, Security, and Preparedness
- National Training Team | Schools — FAQ Gen AI DashboardDeployed · High-impactVA-24-2184 · Natural language processing · Government Benefits Processing · VBA: Veterans Benefits Administration
Comparable portfolios
Most similar technology mixSimilarity is the cosine of each agency's AI-classification counts (unreported excluded); agencies with 10+ records. Click to compare side by side.
Operational functions
Keyword-derived tagsField completeness vs. all agencies
Share of records with the field filledStage
100% vs 91%
High-impact designation
100% vs 88%
Topic area
80% vs 83%
AI classification
80% vs 82%
Problem
80% vs 84%
Benefits
80% vs 82%
Outputs
80% vs 79%
Sourcing
43% vs 44%
Start date
0% vs 39%
ATO
0% vs 43%
PII
0% vs 42%
Custom code
43% vs 47%
Bar: this agency. White tick: all agencies. A gap is a reporting gap, not a finding about the systems.