AI Incident Management
Department of Veterans Affairs · OIT: Office of Information & Technology
Overview
- Development stage
- PilotSource: b) Pilot – The use case has been deployed in a limited test or pilot capacity.
- High-impact designation
- Not high-impactSource: c) Not high-impact
- Impact justification
- Not reported
- Start date
- Not reported
- Withheld from public reporting
- Not reported
Mission
- Topic area
- Information Technology
- Operational functions
- Risk scoring and triage Derived by keyword rules; see methodology
Problem the AI is intended to solve
The proposed AI system, referred to as the AI Incident Management (AIM), is designed to aid in faster problem determination and remediation during High Priority (HPI) and Critical Priority (CPI) Incidents impacting the performance or availability of critical systems.
Expected benefits
By leveraging historical data, real-time performance monitoring, and advanced machine learning models, the system will identify potential causes and suggest remediation actions in real time, significantly reducing downtime and improving system reliability and resiliency.
System outputs
1. Aggregate data from multiple monitoring and incident management tools. 2. Use a Large Language Model (LLM) to analyze, correlate, and interpret this data. 3. Provide actionable insights and recommendations to IT personnel during incident triage.
Technology
- AI classification
- Classical / predictive MLSource: Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relatio…
- System name(s)
- Not reported
- Custom-developed code
- Yes
- Public source code
- Not reported
Sourcing
- How it was built
- Purchased from vendorSource: a) Purchased from a vendor
- Vendor (as reported)
- Not reported
- Vendors (standardized)
- None on the standard list
A vendor is the supplier named by the agency. It does not identify the underlying model or AI technology.
Data and privacy
- Involves PII
- Not reported
- Privacy Impact Assessment
- Not reported
- Authorization to Operate
- Not reported
- Demographic features
- Not reported
- Training and evaluation data
- Not reported
- Federal Data Catalog
- Not reported
Governance
0 of 8 minimum-practice questions answered. A blank answer means the agency reported nothing; it does not mean the practice is absent.
Potential impacts and how they were identified
Not reported