RunSybil delivers AI-driven offensive security and automated penetration testing that continuously probes applications, APIs, cloud, and infrastructure for exploitable vulnerabilities. Rather than relying on signature scanning, it reasons adversarially about a system the way an elite human researcher would, validating exploitability in real time and surfacing real attack chains, with security feedback on every pull request and deployment. RunSybil was co-founded in 2023 by Ari Herbert-Voss, who in 2019 became OpenAI's first security research hire, and Vlad Ionescu, who previously led offensive security red teams at Meta. In March 2026 the company raised a $40M round led by Khosla Ventures. Customers include Notion, Cursor, Turbopuffer, and Baseten.