Side-by-side comparison of AI visibility scores, market position, and capabilities
San Francisco AI email security (private, $5.1B valuation); $250M Series D (Wellington Management), behavioral AI detects novel BEC/phishing in Microsoft 365/Google Workspace competing with Proofpoint and Microsoft Defender.
Abnormal Security is a San Francisco, California-based AI-native cloud email security company — founded in 2018 by Evan Reiser (CEO) and Sanjay Jha (CTO), both former Google engineers — using behavioral AI to detect and block business email compromise (BEC), phishing, ransomware, account takeovers, and AI-generated social engineering attacks against enterprise email environments (Microsoft 365, Google Workspace) through approximately 600 employees. The company raised a $250 million Series D funding round at a $5.1 billion valuation, led by Wellington Management with participation from existing investors Greylock Partners, Menlo Ventures, Insight Partners, and the CrowdStrike Falcon Fund — bringing Abnormal's total funding to approximately $580 million. Abnormal Security's approach to email security is fundamentally different from traditional signature and rule-based approaches: rather than scanning emails for known malware hashes or suspicious links against threat databases, Abnormal's AI models each employee's historical communication behavior (who they email, how they write, what times they send messages, what financial requests they make) and flags deviations from established baselines as anomalies requiring investigation — enabling detection of novel BEC attacks that have no prior signature, AI-generated phishing that passes link reputation checks, and vendor invoice fraud that impersonates legitimate suppliers.
Palo Alto AI merchant risk platform automating underwriting and fraud monitoring for 150K+ SMBs with 5x faster onboarding; YC $4.2M Lux Capital/Exponent-backed serving GoFundMe and Kajabi for payment processor risk management.
Coris is a Palo Alto, California-based AI-powered merchant risk platform — backed by Y Combinator with $4.2 million raised including a $3.7 million seed round co-led by Lux Capital and Exponent Capital in 2024 — providing payment processors, payment facilitators, banks, and SaaS platforms with automated underwriting, fraud prevention, and ongoing transaction monitoring for small and medium business merchants through a single API powered by data on 330 million businesses worldwide. Founded in 2022 and serving GoFundMe, Kajabi, Clio, and Mindbody, Coris processes 150,000+ SMB merchant verifications while delivering 5x faster onboarding, 80% reduction in manual review processes, and 50% operational cost savings for payment infrastructure companies.
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