Side-by-side comparison of AI visibility scores, market position, and capabilities
Protect AI is an MLSec platform helping organizations discover and remediate security vulnerabilities in AI systems including ML pipelines and model supply chains.
Protect AI is an AI security company founded in 2022 by former AWS and Oracle AI engineers, raising $108M across Series A and B rounds. The company focuses on machine learning security, addressing the unique attack surfaces created by AI systems including model poisoning, adversarial attacks, and vulnerabilities in ML supply chains such as compromised model files hosted on public repositories. Protect AI's platform includes tools for scanning model files for malicious payloads, monitoring ML pipelines for anomalous behavior, and managing AI system governance and compliance. The company open-sourced ModelScan, a tool that detects malicious code embedded in serialized model files, which has become widely adopted by the security community. As organizations deploy AI in mission-critical applications, Protect AI has positioned itself as essential infrastructure for AI governance and security teams. The platform serves enterprises in financial services, healthcare, and government where AI security and regulatory compliance requirements are most stringent.
SF YC W24 open-source SOAR security automation deployed by 200+ orgs (Fortune 500 + federal); $500K-$2M seed on Temporal's durable execution with 100+ integrations competing with Splunk SOAR and Tines for security incident response.
Tracecat is a San Francisco-based open-source security automation platform — backed by Y Combinator (W24) with $500,000-$2 million in seed funding from Y Combinator, Pioneer.app, Pioneer Fund, and SurgePoint Capital — providing security operations, IT, and infrastructure teams with a modern, cost-effective alternative to commercial SOAR (Security Orchestration, Automation, and Response) tools for automating security alerts, incident response, and IT workflows. Deployed by 200+ organizations from Fortune 500 companies to federal agencies, Tracecat is built on Temporal's durable execution platform (used by Datadog, Netflix, and Stripe) and offers 100+ integrations, AI-assisted runbooks, case management, and lookup tables. Founded in 2024 by Chris Lo and Daryl Lim.
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