A queue of alerts doesn't tell you who to look at first. Analysts were rebuilding that priority order by hand, every shift.
Rank entities by risk score directly, with a trend line, not just a snapshot, so a slow climb reads differently than a sudden spike.
The shift starts with a ranked answer to who first, not a queue to re-sort by hand.
A number with no explanation isn't a tool, it's a claim. Analysts had no reason to trust it over their own judgment.
Every score opens into its parts, alerts, asset criticality, watchlists, privileged access, each one weighted and visible. Nothing about the score is hidden.
The score became something analysts could interrogate, and therefore trust: a 27% conversion uplift in a controlled A/B test.
The alerts behind a risky score lived in a different screen than the score itself. Analysts closed that gap manually, every time.
Pull the contributing alerts into the entity view directly. The evidence and the score live in the same place.
Evidence and score live in one place, removing the manual gap closing that used to start every investigation.
Noticing risk and acting on it were two separate systems. Every handoff between them was a place to lose the thread.
One click from an entity card into Timeline. No re-orientation, no re-explaining what you're looking at.
Noticing risk and acting on it became one motion: score to Timeline in a single click.
A model tuned for one environment misjudges another, and analysts had no way to correct that themselves.
Expose the controls analysts own: engine settings, asset criticality assignments, and per-watchlist risk weighting, not settings buried behind a data science request.
Teams tune the engine to their own environment, so scores stay believable outside the demo.
Not every anomaly is equal. The same signal on a domain admin account means something different than it does on a low-value asset, but the score didn't know that.
Fold criticality and privileged status into the score itself, as visible, named inputs, not an afterthought.
A domain admin anomaly now outranks a lab machine anomaly, and the score reflects what the business actually protects.