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

6 signals

Job Ads

AI Security

Threat Detection

Cloud Security

Opportunity Score

Opportunity: Medium (68%)

Evidence Strength

Vol: 30%

Urg: 50%

Spec: 100%

Market Analysis

medium

$ high

Medium-to-large opportunity within AI security, cloud security, and detection engineering budgets for companies operating production AI/ML infrastructure.

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

Detailed solution approach available for premium members.

Why Now?

Market timing analysis available for premium members.

AI Security Reseacher

· Conduct security research to identify emerging threats affecting AI systems and strengthen defenses for LLMs and AI agents.

Added May 28, 2026

Cloudsine Pte. Ltd.

clawjobs

AIML Security Engineering

Develop automated security testing and monitoring solutions for AI/ML systems at scale

Added May 28, 2026

Apple

clawjobs

Security engineer, detection and response

Writer

Hunt proactively for sophisticated threats across GPU clusters and training infrastructure by analyzing model outputs for signs of compromise, reproducing AI-specific vulnerabilities from security research, and identifying visibility gaps in distributed training environments before adversaries exploit them

Member of Technical Staff (Secure Intelligence Institute)

Perplexity AI

Identify and analyze security and privacy threats across AI systems, infrastructure, and user-facing products.

+4 more signals