Behavioral insider threat detection software

Insider incidents rarely involve a malicious binary. They usually start with a valid login, followed by behavior that drifts from the user's own pattern. Vedric detects that drift with content-minimizing collectors. The one disclosed exception is a bounded PowerShell script preview.

Currently supports Windows endpoints.

Early signs of insider activity

Early signs are small: a slightly longer working evening, a query that used to run quarterly now running weekly, or an endpoint whose count of new network destinations rises alongside a first-time command. These metadata changes can justify a review before an obvious incident. On their own, they do not prove data theft.

Limits of existing tools

  • Known-bad indicators

    AV and EDR scoring depends on whether the binary, hash, or IoC is known. An employee with legitimate access needs none of these, so indicator-based tools have nothing to score.

  • Policy violations

    DLP triggers on rule matches. A user staging copies of files they have access to, in formats they normally use, will not match a rule. Insider behavior often stays within policy until it crosses it.

  • Alert fatigue

    Threshold-based monitoring on noisy events, such as every off-hours login or every elevated command, overwhelms SOCs. The useful signal is correlation across days, not an alert on every single event.

  • Aggregated logs

    SIEM queries work well for "show me what this user did last week" once you know to ask. They are not built to show that a user is trending away from their own baseline before anyone asks.

How Vedric detects insider activity

Vedric scores deviation, not intent. A deviation counts the same no matter who caused it. The same engine flags an honest mistake, a drifting service account, and a borrowed credential, because all three look the same to a baseline of what is normal for that primary identity.

  • Neutral

    No intent scoring

    Vedric does not decide whether a user is malicious, careless, or compromised. It flags off-baseline behavior, and people interpret intent. This separation is what makes the alert defensible to legal and HR.

  • Correlated

    Correlation over time

    A single off-hours login is minor. Three correlated deviations on the same user, endpoint, and project over six days form a storyline. Vedric promotes correlated patterns and logs the rest without alerting.

  • Auditable

    Append-only audit rows

    When an analyst takes a covered sensitive action, Vedric records the actor, reason, and relevant response context in audit rows that the application role cannot update or delete. Alert and storyline records remain operational records. We do not claim that every detection row is cryptographically immutable.

Example: contractor scope drift

A contractor was given narrow access for a single project, and the access was set up correctly. Over a few weeks, the systems they touch start to fall outside that project.

  1. T+01 - contractor logs in and works on the assigned project. The baseline builds during the warm-up period.
  2. T+12 - contractor pulls code from a repository unrelated to their scope. One event, logged as a deviation.
  3. T+15 - contractor queries a database in another department. The query runs because they have rights, but it was never part of their scope.
  4. T+19 - repeated cross-scope access in a new pattern. Three deviations on the same identity. Vedric creates a storyline.
  5. T+20 - Vedric shows the storyline. The analyst sees one alert with the full evidence chain for the four out-of-scope events.
  6. T+21 - admin-gated response: contractor session terminated, scope reviewed, audit trail exported.

Outcome

No malware, no policy violation under traditional rules, and no alert from EDR, SIEM, or DLP. The signal was the contractor's access moving outside their scope. Only a per-identity baseline can detect this kind of pattern.

What it does and does not do

What Vedric does

  • Behavioral storylines per primary identity, with the full deviation chain
  • Privilege drift, scope drift, temporal drift, and egress drift correlated together
  • AI-generated verdict and recommended action with a tenant-isolated tool layer
  • Append-only application audit rows for covered sensitive analyst and response actions
  • Per-tenant configuration of which response actions require admin sign-off

What Vedric does not do

  • Capture content from screens, files, messages, or audio
  • Claim to know a user's intent
  • Allow tools to act on the endpoint without a stated reason and admin approval
  • Share data across tenants
  • Run detection on a tenant whose agent has stopped checking in

What Vedric does not collect

Vedric is designed to minimize content collection. The agent code enforces the list of refused collectors and the documented, bounded PowerShell exception.

Read the full privacy stance
  • No keystrokes
  • No screenshots
  • No webcam
  • No microphone
  • No file contents
  • No private messages

Frequently asked questions

Early access

Early access is open to teams who want behavioral detection on the endpoint without invasive monitoring. We review every request to make sure Vedric is a fit.

Request Early AccessRequest a demoResponse within one business day.