AI & Machine Learning Security & AI‑Driven Defense

Technologies that secure AI and machine learning systems and leverage AI to enhance security operations. This includes protection for training data and models, AI/ML pipeline and MLOps security, generative AI and LLM application security (guardrails, policy enforcement, RAG and plugin/tool security), prompt and model abuse detection, adversarial ML defenses, and AI governance and model risk management for the models themselves. It also covers AI‑driven analytics and copilots for threat detection, investigation, and security automation that operate as capabilities within or alongside SIEM/XDR and SOAR platforms, while the broader governance of enterprise AI usage and safety is covered under AI Usage Governance, Safety & Trust.

December 6, 2025

Executive Summary

This report provides a comprehensive analysis of the AI & Machine Learning Security & AI‑Driven Defense market, evaluating 11 tools from 11 vendors across 21key evaluation criteria. The analysis enables data-driven vendor selection and market positioning insights.

Use the tabs below to explore different analytical views including the market matrix, comparative analysis, trends, and market positioning.

Vendors Evaluated
11
Tools Analyzed
11
Evaluation Criteria
21
Market Coverage
11%

Market Heatmap

Visual representation of vendor capabilities across all evaluation criteria. Darker shades indicate stronger capabilities.

AI & Machine Learning Security & AI‑Driven Defense - Market Comparison

Detailed Market Matrix

Comprehensive data grid comparing all vendors side-by-side. Use filters and sorting to identify vendors that best match your requirements.

Market Matrix

11 tools/vendors
21 attributes
Total in Database:
98 tools / 98 vendors
11 tools
Category Visibility
Tool(11)
Adversarial ML DefensesArchitecture & IntegrationCore CapabilitiesData & Model ProtectionGovernance, Risk & ComplianceLLM & Generative AI SecurityMLOps & Pipeline SecurityThreat Detection & Monitoring
Adversarial Example Robustness
adversarial_example_robustness
Poisoning Attack Resilience
poisoning_attack_resilience
Deployment Model Flexibility for AI Workloads
deployment_model_flexibility
Integration with Existing Security Stack
security_stack_integration_depth
Supported AI Platforms & Model Types
supported_ai_platforms_models
AI/ML Security Focus Level
ai_security_focus_level
AI Data Privacy & Leakage Protection
ai_data_privacy_protection
Model Exfiltration & Inversion Defense
model_exfiltration_defense
Training Data Protection Coverage
training_data_protection
AI Governance & Model Risk Management
ai_governance_capabilities
Alignment with AI Security & Governance Frameworks
ai_regulatory_framework_alignment
Model Documentation & Risk Register Support
model_documentation_support
LLM Guardrails & Policy Enforcement Strength
llm_guardrails_policy_enforcement
LLM Tooling & Plugin Security Controls
llm_tool_plugin_security
Prompt Injection Protection Effectiveness
prompt_injection_protection
RAG & Retrieval Pipeline Security Coverage
rag_pipeline_security
AI/ML Supply Chain Security Controls
ai_supply_chain_security
MLOps & AI Pipeline Security Coverage
mlops_pipeline_security_coverage
AI Runtime Monitoring & Anomaly Detection
ai_runtime_monitoring
AI-Driven Threat Detection Effectiveness
ai_driven_threat_detection
Prompt & Model Abuse Detection Quality
prompt_abuse_detection
AWS Security for AI & ML (GuardDuty, Macie, SageMaker/Bedrock Controls)
Amazon Web Services
6
6
9
9
7
8
7
8
8
8
7
7
7
7
7
7
8
8
9
7
CalypsoAI Platform
CalypsoAI
7
6
7
6
9
7
6
6
8
8
8
8
6
7
6
6
6
7
7
7
Cranium AI Security Platform
Cranium
6
6
7
7
9
7
6
6
8
8
8
6
6
6
6
8
7
7
6
6
Google Cloud Security for AI & ML (Vertex AI + Chronicle)
Google Cloud
6
6
8
9
7
8
7
8
8
8
7
7
7
7
7
7
8
8
9
7
HiddenLayer AI Security Platform
HiddenLayer
8
8
7
6
9
7
8
7
6
6
6
6
5
6
5
6
7
8
7
6
Lakera Guard
Lakera
6
5
7
6
9
7
6
5
6
6
5
8
7
8
7
5
5
7
7
8
Microsoft Defender for Cloud (with AI Security Capabilities)
Microsoft
6
6
9
9
7
8
7
8
8
8
7
7
7
7
7
7
7
8
9
7
Prompt Security Platform
Prompt Security
6
5
7
6
9
7
6
5
6
6
5
8
8
8
7
5
5
7
7
8
Protect AI Platform
Protect AI
7
7
7
7
9
7
7
7
7
7
7
7
7
7
7
8
8
7
7
7
Protecto AI Data Privacy Platform
Protecto
5
5
7
6
8
8
7
8
7
7
6
7
5
6
6
5
5
6
6
6
Robust Intelligence AI Firewall
Robust Intelligence
8
8
7
6
9
7
7
7
7
7
7
7
6
7
6
7
8
8
7
7
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