Your AI SOC Analyst forms a hypothesis, collects the data to test it, and pulls more where the picture isn’t settled, until it reaches a verdict. Four are possible: Malicious, Suspicious, Benign, Inconclusive. That last one matters, nothing gets pushed into a verdict it hasn’t earned to clear the queue.

Every source touched and every query run, raw response alongside the processed one, the actions taken and the questions that drove them. The record runs from the alert arriving to the conclusion being approved. None of it is a summary written afterwards. Your team can take any query, run it in your own tools, and see whether the answer holds up.

Once alert volume stops costing analyst hours, the reason you tuned that noisy rule down in the first place quietly goes away. You still have ingest filters. You're just reaching for them because you don't need the signal now, rather than because you can't keep up with it.

AI Threat Hunter runs hypothesis-driven hunts on a schedule, not on spare cycles. AI Threat Intel Analyst reads advisories in full and turns the CVEs, IOCs and TTPs into a hunt pack mapped to MITRE ATT&CK and checked against your environment. A hunt that finds no attacker still comes back with misconfigurations, shadow IT, the box nobody patched.