Control Access to AI Models and Data in Production - AI Mitigation
AI MitigationRequire users to verify their identities before accessing a production model. Require authentication for API endpoints and monitor production model queries to ensure compliance with usage policies and to prevent model misuse.
Overview
A source-backed snapshot of this defense.
Safeguard details
Where this defense applies and how the source classifies it.
- ATLAS ID
- AML.M0019
- Priority score
- 55
Covered techniques
Attacks this defense is designed to help with.
AML.T0040 - AI Model Inference API Access
Adversaries can use unrestricted API access to gain information about a production system, stage attacks, and introduce malicious data to the system.
AML.T0043.001 - Black-Box Optimization
Access controls on model APIs can deny adversaries the access required for black-box optimization methods.
AML.T0034 - Cost Harvesting
Access controls can limit API access and prevent cost harvesting.
AML.T0043 - Craft Adversarial Data
Access controls on model APIs can restricts an adversary's access required to generate adversarial data.
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Source evidence
Original public records and references for this page.
Original source
Original source links
Open the public records and source datasets used for this page.