Why does the record matter more than the verdict?
An AI SOC will be wrong sometimes, as analysts are. What makes it usable is how fast your team can tell. If checking a verdict takes as long as doing the investigation, the platform saves nothing. The record behind each verdict is what turns a guess into something a reviewer can confirm in a few minutes.
The six parts of a good record
- The question. What the alert claimed, in plain words.
- The evidence. Every fact the platform gathered, with where it came from: which log, which tool, which time window.
- The steps. The order in which it looked, including the queries it ran and what came back. 7AI, for example, says you can read each agent's mission, the tools it ran, the exact request and response, and the conclusion it drew.
- The conclusion and its strength. A verdict with a stated level of confidence, not only a label.
- The proposed next step. What the platform would do, or did, and why that action fits.
- A way to disagree. Intezer says customers can challenge any verdict in the platform. Whatever the mechanism, your correction should be recorded and should change future behaviour.
How vendors present the record
Formats differ. Dropzone AI describes investigation reports with evidence and reasoning, plus an AI Action Graph of the stages and actions taken. Conifers added visible reasoning on verdicts and a plain-language question mode, Ask Conifers, in March 2026. Some platforms present a summary first and the steps underneath. Any of these can work; what matters is that the evidence is linked to its source and that the steps can be replayed.
What to test in a demo
- Ask for a false positive the platform closed on its own. Can you see why it was safe to close?
- Ask for a true positive. Can you see what tipped the verdict, and how long a reviewer would need to confirm it?
- Change one fact, for example mark a user as travelling, and ask how the verdict would change.
- Ask where a correction goes: into a note, a memory, a rule, or nowhere.
A warning about summaries
A fluent summary is not evidence. Language models write confident prose. Treat any verdict without linked evidence as an opinion, and score the vendor accordingly.
How this site scores it
Our Shows its reasoning criterion, worth 15%, scores how specifically each vendor's public pages describe these parts. Pages describe intent; your pilot shows the reality.
One practical habit helps: during the pilot, time how long your analysts take to review ten verdicts in each category. If the average is a few minutes, the record is doing its job. If it is closer to your old investigation time, ask the vendor what is missing.