AI Data Leakage Prevention

Based on Xingshu’s three-tier architecture to control AI tool data egress — sensitive data stays controllable, auditable and traceable.

Core Risks to Address

  1. Employees submit source code, customer records or business data to public models

  2. AI coding and Agent tools bypass traditional egress and audit controls

  3. Sensitive content leaves through prompts, attachments or hidden context

  4. Controls cannot distinguish users, teams, tools and data classifications

Core Capabilities

Endpoint & Traffic Discovery

Identify local AI tools, browser model access, processes and related traffic.

Sensitive Data Detection

Classify code, documents, personal information and business data at content level.

Policy Enforcement

Allow, alert, block, mask or require approval according to scenario and risk.

Audit & Traceability

Record actor, tool, data, destination and action for incident investigation.

Typical Scenarios

  • Engineering use of Cursor, Copilot, Claude Code and similar tools
  • Employees processing documents and business data with public LLMs
  • Mixed use of enterprise assistants and third-party models
  • Egress protection for source code, customer data and intellectual property

Delivery Scope

  • AI tool inventory and data-egress risk register
  • Endpoint Agent, central gateway and console deployment
  • Sensitive-data dictionaries, detectors and enforcement policies
  • Alerts, audit reports and incident-response workflow

Delivery process

  1. Identify egress

    Map AI tools, request paths and sensitive data types.

  2. Define policies

    Define allow, mask, block and exception rules.

  3. Integrate and test

    Validate endpoint and gateway policies alongside usability.

  4. Review audit

    Review policy matches, egress logs and false-positive feedback.

Deliverables

Scope, schedule and acceptance criteria are agreed following assessment.

Discuss this approach

Deliverables to scope together

  • Scenario and risk-test records
  • Integration, policy configuration and validation notes
  • Operational audit and improvement actions

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