Valid Accounts
Description
Adversaries may obtain and abuse credentials of existing accounts as a means of gaining Initial Access.
Credentials may take the form of usernames and passwords of individual user accounts or API keys that provide access to various AI resources and services.
Compromised credentials may provide access to additional AI artifacts and allow the adversary to perform Discover AI Artifacts.
Compromised credentials may also grant an adversary increased privileges such as write access to AI artifacts used during development or production.
- ATLAS ID
- AML.T0012
- Maturity
- RealizedUsed by real adversaries against AI systems in the wild.
- Platforms
- Enterprise
Mitigations
- AML.M0005Control Access to AI Models and Data at Rest
Restrict model registries and training data to approved identities so compromised accounts expose only explicitly authorized AI assets.
- AML.M0019Control Access to AI Models and Data in Production
Authenticate production AI endpoints and monitor model queries for misuse of otherwise valid credentials.
Case studies that use it
- AML.CS0010Microsoft Azure Service Disruption
- AML.CS0012Face Identification System Evasion via Physical Countermeasures
- AML.CS0018Arbitrary Code Execution with Google Colab
- AML.CS0030LLM Jacking
- AML.CS0035Data Exfiltration from Slack AI via Indirect Prompt Injection
- AML.CS0036AIKatz: Attacking LLM Desktop Applications
- AML.CS0044LAMEHUG: Malware Leveraging Dynamic AI-Generated Commands
- AML.CS0050OpenClaw 1-Click Remote Code Execution
- AML.CS0057Storm-2139 Azure OpenAI Guardrail Bypass
- AML.CS0068Autonomous OpenAI Evaluation Agents Compromise Hugging Face Infrastructure
- AML.CS0069GTG-1002 Claude Code Espionage Campaign
- AML.CS0071Multi-Agent Framework Compromises Taiwanese Government Systems
Related ATT&CK technique
ATLAS adapts this technique from MITRE ATT&CK Enterprise.
Marked techniques are also explained, with detection notes and certification relevance, on our interactive ATT&CK map.
Across MITRE's defensive frameworks
Linked through the 1 ATT&CK technique above.
Counter with D3FEND
Defensive techniques MITRE D3FEND maps to the same ATT&CK techniques.
- D3-LAMLocal Account Monitoring1 shared
- D3-DAMDomain Account Monitoring1 shared
- D3-ALAccount Locking1 shared
- D3-AAAgent Authentication1 shared
- D3-RUAARestore User Account Access1 shared
- D3-ULAUnlock Account1 shared
- D3-UAPUser Account Permissions1 shared
- D3-CDPChange Default Password1 shared
- D3-AMAccess Modeling1 shared
Detect with CAR
MITRE CAR analytics that cover the same ATT&CK techniques.