Nullify - AI Workforce

By replicating the reasoning capabilities of human security engineers, Nullify identifies a wide range of bug classes, including complex business logic flaws that often go undetected by other tools. The AI system automatically investigates each identified bug, triages out false positives, and prioritizes vulnerabilities based on their exploitability and potential impact. This leads to the autonomous resolution of vulnerabilities, with a reported 454 vulnerabilities auto-resolved and 41,757 hours saved in triaging. The system achieves an 89 percent average merge-ready rate for vulnerability fix pull requests, demonstrating its effectiveness in delivering actionable solutions.

Nullify's approach involves generating exploit hypotheses by analyzing access patterns, code, and business logic to uncover vulnerabilities that might be missed by conventional methods. These include cross-tenant abuse and authorization bypass flaws. The AI then performs context-rich triage, validating exploitability through real cloud reachability, access permissions, and runtime exposure. Impact is quantified using organizational context, enabling faster resolution without extensive back-and-forth communication. The 'Campaigns' feature identifies the optimal owner for each fix, generates one-click merge-ready fix pull requests, and escalates unmerged fixes in Slack to ensure adherence to Service Level Agreements (SLAs), all without requiring constant human oversight.

The AI workforce is designed to onboard by connecting to codebases, cloud environments, ticketing tools, documentation, and bug bounty programs. It absorbs organizational context through a feature called 'Vault'. From day one, Nullify uncovers exploit-validated vulnerabilities across the entire stack, encompassing business logic flaws, unauthenticated endpoints, secrets, misconfigurations, code issues, and dependency risks. The investigation phase involves validating secret liveness, testing dependency reachability, and analyzing code semantics to create reproducible proofs of exploitability. Using Vault's organization-specific data, Nullify quantifies impact and prioritizes risks according to your unique security posture.

Nullify's 'Responds' capability generates merge-ready fixes for validated bugs and assigns them to the appropriate engineers via Campaigns, considering ownership and team mappings. It monitors team capacity through GitHub and Jira signals, holding fix pull requests when teams are overloaded and escalating in Slack when SLAs are at risk. The system continuously learns from every triage decision, fix review, and escalation, encoding feedback into memories within Vault to refine its reasoning and actions over time. This ensures Nullify remains always on and always adapting, understanding your environment and autonomously managing the entire vulnerability lifecycle.