AML.T0046
Spamming AI System with Chaff Data

MITRE source definition

Adversaries may spam the AI system with chaff data that causes increase in the number of detections. This can cause analysts at the victim organization to waste time reviewing and correcting incorrect inferences.

Adversaries may also spam AI agents with excessive low-severity auditable events or agentic actions that require a human-in-the-loop, wasting time for the victim organization in human review of the agentic AI system.

Source modified 2026-05-27. Reproduced from the pinned ATLAS release; inline technique links resolve to local reference pages.

Parent, sub-techniques and ATT&CK references

No explicit relationship in this pinned source.

Source-backed defensive context

MITRE mitigations

• AML.M0004 Limit AI Service Query Volume and Rate
• AML.M0019 Control Access to AI Models and Data in Production

MITRE case studies

No explicit relationship in this pinned source.

These are explicit source relationships, not independently reproduced incidents or validated detection coverage.

Simulation and telemetry boundary

This is a technique reference page, not a runnable simulation. No ATLAS-specific telemetry mapping, local attack execution or detector validation is asserted. MITRE maturity describes its source evidence, not a 1200km lab result.

For broader context—not technique-specific control mappings—see AI Security, AI Security Course, and detection-validation methodology.

Provenance and attribution

Immutable MITRE ATLAS source · Import provenance · Attribution and transformation notice · Apache License 2.0

Copyright 2021-2026 MITRE. Source text and explicit relationships are retained; navigation, formatting and local links are provided by 1200km.

No explicit relationship in this pinned source.