94 Signals

AI Systems Threat Detection Console

A security monitoring platform that detects, tests, and prioritizes threats across LLMs, AI agents, GPU clusters, and training infrastructure.

Added May 28, 2026

AI Security

Threat Detection

Cloud Security

Opportunity score

High opportunity (82%)

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The Problem

Teams building AI systems struggle to spot emerging security threats before they reach production, especially across distributed training environments, model outputs, inference systems, and user-facing AI products. Traditional security tooling often lacks visibility into AI-specific attack surfaces such as compromised model behavior, agent misuse, prompt-driven abuse, and training infrastructure gaps.

Potential Solution

The product provides automated security testing, monitoring, and detection workflows tailored to AI/ML systems. It continuously analyzes model outputs, infrastructure telemetry, and AI application behavior to surface compromise indicators, reproduce known AI-specific vulnerabilities, and recommend detective controls with lower analyst noise.

Why Now?

Companies are now deploying LLMs, AI agents, GPU clusters, and large-scale inference systems in production, creating new security surfaces that existing tools were not designed to monitor. Multiple AI-native companies are hiring specifically for automated AI/ML security testing, threat hunting, and safeguards at scale.

Market validation

Search demand

Trend snapshot pending

Competition (0)

No matched competitors yet

Showing 1-20 of 94 signals

Job adsSep 12, 2026

nxp

AI Security Engineer

Support threat modeling activities for AI-powered applications and agentic workflows Support the implementation of AI runtime security controls, monitoring, and policy enforcement mechanisms

Job adsSep 10, 2026

randstad-pte-limited-199304055w

AI Security Analyst | Consultant |Cloud

Architect security guardrails and threat models for autonomous AI agents and large language model (LLM) platforms. Collaborate within a cross-functional discovery team to prevent automated workflows from executing unauthorized operations.

Job adsSep 7, 2026

alphabet

Senior Analyst, Mandiant Threat Intelligence Services

Empower customer SOC analysts on CTI workflows while facilitating seamless collaboration across client stakeholders, internal teams, and Mandiant partners. Identify, assess, and advocate for mitigation strategies around unique security vulnerabilities and emerging threats within AI/ML systems.

Job adsSep 5, 2026

lambda

Senior Manager, Detection and Response

Guide technology choices and evangelize new security tools, including pioneering AI-powered detection capabilities using our direct access to state-of-the-art LLMs Create data-driven insights showing where we are reacting most frequently to guide investments in preventative controls

Job adsSep 5, 2026

lambda

Senior Manager, Detection and Response

Excitement about leveraging our direct access to state-of-the-art LLMs to revolutionize security operations—imagine AI-powered threat hunting, automated security report generation, and intelligent vulnerability prioritization at a scale only possible when you host the AI infrastructure yourself. Track record using AI/ML for security operations automation (yes, we know it’s all brand new)

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