Our engineers are in databases all day: migrations, bulk scripts, direct production access across multiple environments. Any security tool treats that as constant noise, and maintaining exclusion rules that broke with every infrastructure change was eating time we didn't have.

What shifted things is that the AI learns operational context instead of matching patterns. A developer running a heavy script during a documented change window gets handled automatically. Analysts only see what actually needs a decision. It connected into our existing SIEM and identity provider without rebuilding anything, and starting in advisory mode before gradually extending autonomy made internal sign-off straightforward. Review collected by and hosted on G2.com.

First two months were noisy while it calibrated to our environment. Expected, but set internal expectations beforehand. Review collected by and hosted on G2.com.