SOC platforms spent years building the 'single pane of glass'. OpenCode, Claude Code, and Codex built it in a terminal. The analysts who noticed are not waiting around.

Shreyas Doshi's definition of a PM is the best I've found. But AI has added a dimension to it that changes what the job actually looks like day to day.

SOC teams don't have an alert volume problem. They have a fidelity problem. Those are different things, and the fix is different too.

Everyone says 'talk to your users'. Fewer PMs mean sitting inside the team that does the work every day and letting that reshape the roadmap.

AI doesn't just make individual tasks faster. It changes what a small team can credibly take on. That changes the PM's job.

The right division of labour between AI and humans in security operations. What to automate, what to surface, and why the reasoning must always be visible.

Closing alerts is table stakes. The best operators are the ones who make the queue smarter over time. That only works if the platform makes tuning frictionless.

When a security analyst has to move between eight tools to close a single case, that is not a process problem. It is a product failure.

Security operations is not a single job. It is a spectrum of people asking completely different questions with the same data. Building for all of them requires understanding which one to serve first.

Cloudforce One launches REACT, a team of expert security responders that eliminates the gap between perimeter defense and internal incident response. Network-native mitigation, vendor-agnostic scope, and threat intelligence built into every engagement.

Operators don't leave their incumbent platforms because they love them. They stay because switching costs are real. That changes how you should think about building in this space.

The updated NIST CSF reorganises cybersecurity into six core functions, with Govern as the new first step. A look at why governance now leads the conversation, and what that means for how organisations approach security.

The updated NIST Cybersecurity Framework is no longer just for federal agencies or critical infrastructure. It is now designed for any organisation managing cyber risk, and the new Govern function changes how security fits into enterprise strategy.