Specialized AI models for cloud exploit validation
OFFENSAI’s platform addresses a structural gap that general purpose AI and legacy tooling have not closed. Cloud environments change daily, but security validation usually does not.
Posture tools surface thousands of theoretical findings and traditional penetration tests run once or twice a year, leaving long periods where exploitable risk goes unproven.
AI and continuous penetration testing are not optimized for cloud native depth, as breaches move through cloud identities, permissions, and trust relationships across providers.
OFFENSAI’s platform utilizes a vertical AI model grounded in offensive security tradecraft, identity and permission logic, and the unique structure of AWS, Azure, and GCP environments.
Frontier models can reason powerfully over what they see in a single session, but cloud attack paths span millions of identities and trust relationships that cannot fit within a context window and cannot persist across prompts.
OFFENSAI instead maintains a continuously updated, persistent graph of the entire cloud attack surface, enabling the model to compose and reason over multi step attack chains across environments.
It runs continuously, not per prompt, using sovereign inference that keeps all security context inside the customer’s environment, so intelligence compounds over time and never leaves the perimeter.
The core of the platform is a system of specialized AI engines that model cloud environments, explore how attackers could realistically move through them, and safely validate which risks matter in practice.
These engines work together to execute real adversary behavior, adapt to changes in cloud infrastructure, and learn from every validated outcome.
Validated findings are translated into a clear impact score that reflects how exploitable an issue is, how far an attacker could move, and what it means for the business.
Testing is deliberate, controlled, and safe. Any action that could touch your environment requires explicit human approval.
OFFENSAI is agentless - there is nothing to install and access is read-only by default.
Founded in 2025 by security engineers and cloud security leaders the company is backed by leading venture capital firms.