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SQ-DL-02Level 3 · Sequence3 steps in 30 days

Shadow AI drift

A person uses an unauthorized AI tool, signs into it with a personal account, and then puts sensitive data into a prompt, all within 30 days.

Classification

Risk domain One of 9 areas of human risk, from social engineering to readiness and response. Every signal belongs to one.
Dimensions Every signal answers one of 3 questions.
Evidence level
Maturity practices One capability a program performs, scored on its own: See, Understand, Act, Prove, Govern and Culture.
Leads to The kind of breach the evidence beneath it points toward, each anchored to a Verizon DBIR or VERIS pattern or an FBI IC3 category.
ATT&CK tactics
  • Collection
  • Exfiltration
NIST CSF 2.0 (from its signals)
  • ID.AM-02
  • PR.DS-10
MITRE ATT&CK (from its signals)
  • T1567

The sequence, step by step

SQ-DL-023 stepsPeak: Stage 3 Exploited

  1. Step 01ATT&CK tactic: Collection

    Unauthorized AI tool

    AU-B-01Uses unauthorized AI tools

    Stage 2Susceptible

  2. Step 02ATT&CK tactic: Collection

    Personal account login

    AU-B-03Uses personal accounts on AI platforms

    Stage 2Susceptible

  3. Step 03ATT&CK tactic: Exfiltration

    Sensitive data in prompt

    AU-B-02Puts sensitive data in AI prompts

    Stage 3Exploited

  4. Breach scenarioHB-09

    Shadow AI & agent misuse

    Inside 30 days

Shadow AI drift, 3 steps inside 30 days: Unauthorized AI tool (AU-B-01 Uses unauthorized AI tools, Collection, Stage 2 Susceptible); then Personal account login (AU-B-03 Uses personal accounts on AI platforms, Collection, Stage 2 Susceptible); then Sensitive data in prompt (AU-B-02 Puts sensitive data in AI prompts, Exfiltration, Stage 3 Exploited). It leads to HB-09 Shadow AI & agent misuse.

A completed sequence is evidence that its steps happened in order inside 30 days: a suspicion to triage, with the outcome still open. Here the person reaches Stage 3 Exploited; Stage 5 Confirmed follows only when the SOC opens an incident.

The definition, in detail

Definition

The first two steps place the person at Stage 2; the sensitive prompt moves them to Stage 3 and completes the sequence.

Example

A product analyst started using a free AI assistant for meeting notes, logged in with a personal email, and three weeks later pasted the unreleased pricing sheet into it.

The steps

3 steps, in order.

  1. Unauthorized AI tool

    AU-B-01 Uses unauthorized AI tools

    ATT&CK tactic: Collection · Stage 2 Susceptible

  2. Personal account login

    AU-B-03 Uses personal accounts on AI platforms

    ATT&CK tactic: Collection · Stage 2 Susceptible

  3. Sensitive data in prompt

    AU-B-02 Puts sensitive data in AI prompts

    ATT&CK tactic: Exfiltration · Stage 3 Exploited

How it is measured

Steps
3
Window
30 days
Sources
Web, CASB & DLP

How it is used

Programs watch the 3 steps in order inside 30 days; a completed run moves the person to Stage 3 Exploited and points at Shadow AI & agent misuse.

A completed path is evidence that the steps happened in order inside the window: a suspicion to triage, with the outcome still open. A vigilant behavior at any step breaks the path.

Continue exploring

Cite this term

"Shadow AI drift" (SQ-DL-02), Human Risk Management Framework v2.0.0, Living Security, CC BY 4.0. https://www.humanriskmanagement.com/taxonomy/sequences/sq-dl-02-shadow-ai-drift

Part of the open HRM Taxonomy, CC BY 4.0. Download the taxonomy as JSON · What's new in 2.0. This page describes one sequence.

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