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Enterprise AI Visibility, Governance, Risk & Containment

You cannot govern AI you cannot see.

QWatch gives enterprises an evidence-based picture of AI activity across identities, devices, browsers, enterprise AI platforms, and other telemetry sources. It turns scattered signals into attributed, assessable, and reportable AI usage.

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Illustrative interface. Data shown is not from a customer environment.

Overview

What QWatch does

QWatch gives enterprises an evidence-based picture of AI activity across identities, devices, browsers, enterprise AI platforms, and other telemetry sources. It turns scattered signals into attributed, assessable, and reportable AI usage.

Governance actions are executed through the security controls the enterprise already operates. QWatch supplies the visibility, attribution, risk context, and evidence that make those controls purposeful.

QWatch does not sit inline in network traffic. Enforcement is performed by the integrated enterprise security controls an organization already operates.

  • AI discovery

    Identify sanctioned and unsanctioned AI tools, models, assistants, and services in use across the enterprise.

  • Identity attribution

    Attribute AI activity to identities, devices, and business units so usage becomes accountable, not anonymous.

  • Adoption analytics

    Understand adoption trends, concentration of use, and which enterprise platforms and integrations AI tools are connected to.

  • Risk monitoring

    Assess observed AI activity against policy, sensitivity indicators from integrated controls, and vendor posture. Surface exceptions early and continuously.

  • Governed containment

    Translate policy into action through integrated enterprise controls such as identity, endpoint, and network platforms.

  • Governance evidence

    Produce time-stamped, attributable records of observed AI activity and control outcomes for audits, boards, and regulators.

How it works

Operating lifecycle

  1. Discover Detect AI tools and services across telemetry sources.
  2. Attribute Connect activity to identities, devices, and groups.
  3. Assess Evaluate observed activity against policy, sensitivity indicators, and risk.
  4. Govern Apply policy decisions with approvals and exceptions.
  5. Contain Enforce through integrated enterprise security controls.
  6. Evidence Report activity, decisions, and outcomes with provenance.

Telemetry sources

Where visibility comes from

  • Identity providers
  • Endpoint and device telemetry
  • Browser activity
  • Enterprise AI platforms
  • Network and secure web gateways
  • SaaS and API integrations

Sources are connected through integrations. Coverage in a given environment depends on which sources are available and enabled.

Solutions

Where QWatch fits

See QWatch against your questions.

A demo is a working session on your governance questions, not a slide deck.

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