Does this use case prove intent?

No. The use case describes exposure and potential behavior patterns. Intent requires careful analysis, context, legal and HR review, and appropriate investigation governance.

Which teams are typically involved?

Security, legal, privacy, HR, compliance, identity and access, data owners, business leaders, and investigators may all have a role depending on the scenario. # Insider Threat Matrix Object Index These Insider Threat Matrix objects support multiple high-intent use-case pages and can serve as related topics as the Body of Knowledge expands.

Technology and AI Cluster

Shadow AI and Shadow IT Use Case

Users adopt unapproved applications, AI tools, extensions, or cloud services to accomplish work faster, creating unsanctioned data flows and control gaps.

Insider Threat Matrix™ Alignment

Referenced from the Insider Threat Matrix™ open framework.

1. Motive

Why is this threat occurring?

MT008 Lack of AwarenessMT015 RecklessnessMT018 Curiosity

2. Means

How is the access enabled?

ME006 Web AccessME030 Enterprise-Integrated AI PlatformsME002 Unrestricted Software InstallationME003 Installed Software

3. Preparation

What staging occurs?

PR038 AI-Assisted Capability DevelopmentPR035 Delegated Preparation via Artificial Intelligence AgentsPR003 Software InstallationPR019 Private / Incognito Browsing

4. Infringement

What execution paths?

IF018 Sharing on AI Chatbot PlatformsIF028 Delegated Execution via Artificial Intelligence AgentsIF009 Installing Unapproved SoftwareIF001 Exfiltration via Web Service

5. Anti-Forensics

What concealment techniques?

AF004 Clear Browser ArtifactsAF030 Message DeletionAF029 Network Obfuscation

Program Capability Alignment

Insider Risk Capability Framework™ (IRCF™) Mapping

This use case aligns to the Insider Risk Capability Framework™ (IRCF™) by mapping key capabilities required to govern, monitor, analyze, investigate, and control this threat pattern. It establishes responsible oversight and links back to canonical Governance procedures. This use case directly involves the primary capability: Governance. Additional related capability layers include: Data Protection, Monitoring, Analysis, Training, Oversight and Compliance.

Explore Canonical Governance Procedures

Prevention Control Themes

Least privilege and lifecycle access review
Data classification and data ownership
Acceptable-use expectations and role-based training
Legal, privacy, HR, and investigation governance
Monitoring, analysis, and case escalation aligned to approved use cases
Executive reporting that connects the scenario to exposure and risk decisions

High-Impact Telemetry Data Categories

UAM (User Activity Monitoring) endpoint logs and session screen captures
UEBA (User and Entity Behavior Analytics) behavioral anomaly alerts
DLP (Data Loss Prevention) transfer blockages and local copy events
IAM directory configuration alterations and authorization token tracking
PAM privileged session logs and root access tracking
Endpoint file-system audits and copy/zip command execution histories
Email proxy logs and outbound attachment volume metadata
Cloud storage API audit trails and shared folders exposure checks
Code repository download/cloning telemetry and API accesses
Collaboration platforms shared files and messaging channels access checks
Print queue logs and physical doc print audits
Physical security badge entries and workstation login correlations
HR case management updates and employee lifecycle milestones
Whistleblowing alerts and reports submission timestamps

Program Maturity Alignment Signals

Common Program Gaps

Zero visibility into employee prompts, histories, or document uploads on public generative AI chatbots.
Uncontrolled use of shadow IT browser extensions and unapproved third-party transcription utilities.
Relying on standard web-blocking alone without inspecting encrypted outbound channels.

Mature Program Indicators

Automated detection and blocking of sensitive source code or customer PII pasted into AI platforms.
Continuous shadow IT software scanning and blocking on all corporate-managed endpoints.
Deploying secure enterprise-sanctioned AI portals with built-in data loss prevention and prompt auditing.

Common Questions about Shadow AI and Shadow IT

Previous Use CaseSensitive Data in Copilots and AI Tools

Use Cases Index Hub

Next Use CaseSource Code Exfiltration

Educational Scenario NoteThis use case deep-dive is part of the ITMG® Insider Risk Body of Knowledge™. Content is designed for general organizational education and to build a unified vocabulary. This educational material does not contain proprietary RiskTKO® scoring formulas, telemetry indicator playbooks, threshold mathematics, or system integration patterns.

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