Darktrace PREVENT continuously discovers external assets and flags likely exposures, yet it skips authenticated host scans and cannot confirm that fixes work. Cloud, container insight and ticketing rely on optional connectors, so overall capability lands in the middle of the vulnerability-management field.

Darktrace connects to major public clouds and can stream findings to SIEMs through open APIs, but it relies on network sensors rather than agents, limiting direct coverage across every OS. Syncing with ServiceNow or other CMDBs usually needs custom scripting instead of a built-in connector. SSO is available, so overall integration sits in the mid-range of the market.

Darktrace shows priority risks on clear visual dashboards and suggests next-step mitigations, so security staff find key information quickly. Users can drill from an attack-surface map down to a single asset in a few clicks, which shortens investigation time. A brief learning phase is still needed to understand the AI-driven labels and tuning options.

Darktrace offers 24/7 expert help and assigns a success manager. Model updates are pushed several times a week, but there is no clear proof that every new vulnerability is covered inside 24 hours.