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.
Passwordless MFA unicorn valued at $1.1B (Series C, 2022) with $205M total raised; eliminates passwords for enterprise and customer authentication using device-bound cryptographic keys.
Beyond Identity is a cybersecurity company founded in 2020 by Jim Clark (founder of Netscape and Silicon Graphics) and Tom Casey, built around the conviction that passwords are fundamentally insecure and should be eliminated entirely. The company's platform provides invisible, un-phishable multi-factor authentication by binding credentials to the physical device using platform cryptography (Secure Enclave / TPM), eliminating the need for passwords, one-time codes, or push notifications that can be stolen, phished, or intercepted. The platform simultaneously verifies device security posture — checking for disk encryption, OS patches, and endpoint detection status — at every authentication event.
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