Multi-model security agents, coordinated through a carefully curated harness, test web applications, APIs and AI/LLM systems in white-box and black-box modes.
The product brings a group of security agents powered by different models into one orchestrated system. Our custom-built harness gives those agents a carefully chosen mixture of freedom and constraint.
The purpose is to support investigation while keeping the work directed by the assessment’s scope. The harness is the organizing layer around the agents—not just a single model receiving a prompt.
How the pieces fit togetherChoose the perspective that fits the access available and the question you need to answer.
Bring internal context, such as source code, together with a website in scope. Give the assessment visibility into implementation as well as the application’s exposed behavior.
Discuss during scoping: available code, application access and the boundaries of the assessment.
Assess web applications, APIs or AI/LLM systems without relying on source-code access. Start from the interfaces and access agreed for the engagement.
Discuss during scoping: targets, credentials where relevant and permitted testing activities.
Three supported application surfaces. The testing scope is agreed for your environment.
Assess websites and web applications using the agreed white-box or black-box perspective.
Bring API interfaces into scope, with the endpoints and available access discussed before testing.
Include AI and LLM applications in the assessment, with the system context and testing boundaries agreed together.
The output connects an issue to a proof of concept and remediation guidance.
This illustrates the types of output, not a customer report or a promise of a specific finding. Report format and any additional deliverables are discussed on the call.
Discuss the web, API and AI/LLM systems you want to include.
Agree whether white-box context, a black-box approach or both fit your needs.
Discuss findings, proof of concept, remediation and any additional requirements.
Source-code access is relevant to white-box assessment. The product also supports black-box testing without source-code access.
It provides the curated structure around the multi-model security agents, balancing freedom to investigate with constraints on the work.
The system uses multiple models. Model-selection details can be discussed during the technical conversation.
Findings with proof of concept and remediation guidance. The report format and any additional deliverables are agreed during scoping.