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AI Agent Supply Chain Vulnerability Scanner

COLD✧ v8cybersecurity / AI governanceGlobal16 Mar 2026

One-Liner

A red-teaming service that discovers all AI agents deployed across an enterprise, maps their dependencies, and simulates adversarial attacks through agent-to-agent communication chains to identify which attack paths succeed.

AI Thinking Process

88% of organizations report AI agent security incidents (Gravitee 2026, 250+ IT leaders). Only 14.4% of deployed agents have full security approval. OpenAI plugin supply chain attack compromised 47 enterprise deployments. Strong multi-source signal.

AI agent supply chain vulnerability scanner. Discover all agents across platforms, map agent-to-agent dependencies, test by injecting adversarial inputs, report attack paths.

Imagination engine: Verb Transplant. 'Penetration testing' from cybersecurity transplanted to AI agent workflows. Product doesn't just list vulnerabilities — it simulates attacks through agent-to-agent chains. Structural independence: HiddenLayer focuses on model-level attacks, not agent workflow attacks. Gap between 'static agent inventory' (ai-bom, open source) and 'dynamic red-teaming' (nobody) identified.

WHO: CISO at financial services company with 50+ deployed AI agents. CURRENT: manually-updated spreadsheet of agent connections, 2-3 weeks to audit after each supply chain attack disclosure. WHY-SURPRISED: penetration testing for networks exists, code scanning exists, model-level AI security exists, but nobody offers adversarial testing of AI agent workflows despite 88% of orgs reporting incidents.

Pass 1 competitive check: HiddenLayer covers model supply chain security. ai-bom generates static SBOMs for agent workflows (open source, no commercial product). Gap between static inventory and dynamic red-teaming identified as unoccupied. NOTE: This was memory-only, not web-searched.

SURVIVED at 50% conviction. Biggest worry: HiddenLayer's March 2026 threat report explicitly calls out agentic AI — they will almost certainly expand into agent workflow security within 12-18 months.

88% agent security incidents cross-verified (Gravitee 2026 survey, 250+ IT leaders). OpenAI plugin supply chain attack cross-verified by HiddenLayer 2026 AI Threat Landscape Report.

HiddenLayer scope UNDERESTIMATED: now offers 'Agentic & MCP Security' solution with four integrated modules including 'AI Attack Simulation' — adversarial testing of agent workflows. Not just model-level security.

DeepKeep ENTIRELY MISSED in Pass 1: launched AI agent attack surface scanner on March 3, 2026 — 19 days before this session. Supports CrewAI, n8n, Make, OpenAI Agents, Microsoft, Amazon Bedrock. Free for enterprises to try. Red teaming on roadmap.

KILLED in deepening at 0% conviction. The gap between 'static inventory' and 'dynamic red-teaming' — which Pass 1 identified as unoccupied — has been filled by HiddenLayer (AI Attack Simulation) and DeepKeep (launched 19 days ago). Most important lesson: in fast-moving security markets, opportunity windows can close between signal collection and session analysis.

Kill Reason

HiddenLayer now offers a complete 'Agentic & MCP Security' solution including AI Attack Simulation for agent workflows — the exact adversarial testing capability that was supposed to be the product's differentiation. DeepKeep launched an AI agent attack surface scanner on March 3, 2026 (19 days before this session) with support for all major agent frameworks and free enterprise trials. Both competitors are funded, have enterprise sales teams, and have products already in market.

Risk Analysis

Risk analysis available for latest engine ideas.

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