Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

There's a version of the LLM safety conversation that stays comfortably abstract - AI alignment, existential risk, theoretical failure modes that matter at a scale most organizations will never reach. That conversation is important, but it's not the one most product and technology leaders need to be having right now. The one they need to be having is more immediate and considerably more practical: how the specific decisions made during llm training services directly shape whether the model you deploy is one your organization can actually stand behind.

For years, interception proxies have largely followed the same formula. Capture traffic, display requests, allow replay and modification, and store everything inside an internal project format. It is a workflow that has served penetration testers and bug hunters well, but it also creates an unexpected limitation: the data you generate during an assessment often becomes surprisingly difficult to use outside the proxy itself.

Most cybersecurity vendors underestimate PR until a crisis forces the issue. A vulnerability is disclosed in their product and the story spirals before a response is drafted. A competitor lands the Gartner Magic Quadrant quote while their own CEO stays invisible. A breach hits the news with no narrative ready. The instinct is to call a generalist agency, but the real problem runs deeper: cybersecurity PR is a specialized discipline that demands technical fluency, relationships inside security trade media, and crisis playbooks built for the unique pressures of the category.