Static rules age fast. A behavioral platform rebases continuously against what the user, the endpoint, and the peer group actually do - so the signal stays sharp without rewriting rules every quarter.
THE PROBLEM
Most security tools start with a useful threshold and degrade. Endpoints change. Roles change. Working hours change. The threshold that was correct six months ago is now generating noise on Tuesdays and missing the actual signal on weekends. Behavioral platforms invert the contract: instead of writing rules, they read the user's own pattern and surface drift against it.
Tuned once at deploy, audited rarely, and unable to learn from environmental change. Rules either tighten until they fire constantly or relax until they miss what they should catch.
Powerful when the attacker reuses known infrastructure. Useless when the actor is a logged-in user touching their own systems with their own credentials.
Many UEBA modules are static thresholds wrapped in dashboards. They cluster authentication signals into scores that are too coarse to see endpoint-level drift.
Excellent for "find me what this user did last week." Not designed to surface "this user is currently drifting against their own pattern" without someone framing the question first.
Vedric runs three baseline layers in parallel: the user against themselves, the user against their peer group, and the endpoint against its own historical shape. A signal that fires on all three is what becomes a storyline.
Process invocations, command-line shapes, file-access cadence, login windows, and network destinations are accumulated per primary identity. Drift is measured against the user's own statistical history, not against an arbitrary threshold.
Users are clustered into peer groups by department, role, and historical behavior. A query that is normal for one cohort but anomalous for another lights up only when it is anomalous for this user's cohort - not because someone in IT runs it daily.
A workstation builds its own behavioral history independent of the user. A service breaking character - new destinations, different access scope, elevated frequency - fires even if the human at the keyboard looks fine.
EXAMPLE SCENARIO · TIMELINE
A legitimate background task - built years ago, owned by an account that is still valid, running on a schedule no one questions - begins reaching out to a destination that was never part of its job.
No human malice. No malware. No EDR signal. The detection landed because the platform baselines the endpoint as a thing in itself - not just whoever is logged in.
Vedric is metadata-only by design. The collector enforces these limits at the source code of the agent.
Read the full privacy stance →Early access is offered to security teams who want a behavioral layer underneath their existing stack - not another rules engine to tune.