Build a SaaS^? tool that connects to code repositories, cloud environments, ticketing systems, and security scanners, then runs agentic workflows for issue discovery, risk assessment, and remediation planning. The product would provide security review harnesses, AI-assisted threat modeling, incident workflow automation, and evidence-backed recommendations that engineers can approve before changes are made.

Multiple security roles now explicitly mention AI workflows, AI tooling evals, and automation for offensive security and incident response. Companies are securing both AI systems themselves and using AI to speed up traditional security work.