What AI security automation actually means
The phrase gets used loosely, so here is the working definition Senserva builds to: software that automates the four stages a security engineer runs by hand, with AI doing the judgment-heavy middle and a human owning the decision.
What Siemserva automates today
Not a roadmap. These run in tenants now:
Automation with a human in the loop, by design
The failure mode of security automation is not "too slow", it is "changed production unattended and broke sign-in for everyone". Siemserva is built so that cannot happen: the AI proposes, validates, and explains; a person approves; the scan verifies. That is the whole trust model, and it is why the automation is safe to run daily.
It also means no AI markup on your bill and no data leaving your control: you bring your own model, and every claim the AI makes is grounded in your findings. Read the Senserva Trustworthy AI model, or see the adjacent problem of securing Microsoft AI itself.
Frequently asked
AI security automation uses AI to run the security loop that people used to run by hand: find the gaps, decide what matters most, produce the fix, and confirm it worked. Done right, the AI drafts and a human approves, so speed goes up without giving a model unattended control of your tenant.
Classic SOAR automates playbooks you write in advance and mostly targets alert response. AI security automation generates the response: for each finding it drafts remediation tuned to your actual tenant state, validates it, and hands it to you for approval. There is no playbook library to build and maintain.
No. Siemserva is automated where it helps and never unattended. The AI generates and validates the fix; you review and apply it from the UI or from Claude through the Senserva MCP, and the next scan proves the gap closed.
The full stack: Microsoft 365, Intune, Defender, Entra ID, and Purview. Identity and Conditional Access gaps, risky apps and OAuth grants, device compliance drift, exploited-CVE patching, oversharing, and hundreds of other checks, each with a generated, validated remediation.