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AI-Powered Risk Engine
The smart core of risk analysis
RDS
  • Limited Risk Detection

    Limited Risk Detection

    Most organizations can only respond after a security incident occurs—by then, significant and irreversible damage may already have been done. Proactive risk identification and early warning capabilities are often lacking.
  • Insufficient Real-time Controls

    Insufficient Real-time Controls

    When a security incident occurs, It could be difficult to pinpoint the source and responsible party. Immediate controls to stop ongoing threats are typically unavailable.
  • Difficult Post-Incident Investigation

    Difficult Post-Incident Investigation

    Thorough investigation of security incidents—especially those impacting multiple areas—is challenging due to fragmented data, making it hard to reconstruct event chains. Response and remediation are often slow and inefficient.

INTRODUCTION

RDS

The risk engine is an advanced enhancement to our unified authentication service, acting as its “intelligent brain” for risk analysis. By implementing dynamic risk blocking mechanisms, it delivers real-time alerts on potential access control risks, enabling proactive prevention. Pre-configured risk management rules allow the engine to calculate risk scores for every access attempt, controlling user access based on metadata such as time, location, behavior patterns, account, relationships, actions, and permissions.


This context-aware risk management approach continuously learns user login habits and behaviors, using AI-driven modeling to proactively detect anomalies. By collecting and cleansing access metadata, the system provides comprehensive, real-time evaluation of user actions and immediately blocks suspicious activity or fraud risks to safeguard access security.

FEATURES

RDS
  • Big Data Platform

    Built on a robust data analytics foundation—utilizing Hadoop, Spark, Streaming, ELK, ETL, and more—the risk engine aggregates massive data sets from all points within your IAM ecosystem, supporting the creation and ongoing optimization of risk models.

  • Flexible Data Collection

    Support multiple real-time and batch data acquisition methods, with adaptable connectors for diverse data sources. Integrated data collection monitoring ensures reliable and scalable data ingestion.
  • Intelligent Risk Analysis Models

    Leveraging advanced AI techniques, the risk engine conducts deep analysis of multi-dimensional data, continuously training and refining risk models for more accurate and reliable risk detection over time.
  • Adaptive Access Control

    Integrate with BAM for real-time behavioral risk assessment. Automatically apply dynamic security measures—such as step-up authentication or access blocking—when risks are detected, while streamlining access for legitimate users to balance security and user experience.
  • Extensible Risk Policy Library

    In addition to a set of out-of-the-box, configurable risk policies, the platform allows customized rules and models tailored to your unique business requirements and scenarios.
  • Risk Scoring Service

    Risk detection capabilities are delivered via standard APIs and SDKs, empowering external applications, endpoints, and devices to leverage advanced risk assessment and enforcement with minimal integration effort.

APPLICATION SCENARIOS

RDS
  • Risk Monitoring Dashboard

    01
    Get a comprehensive digital dashboard for multi-dimensional visualization of risk data across your entire environment.
  • Risk Detection Across All Scenarios

    02
    Detect and assess risks across browser/server (B/S), client/server (C/S), mobile, desktop, and device login, authentication, and business transactions.
  • Pre-Built Risk Models

    03
    The platform includes standard risk models and rules for scenarios such as remote login, untrusted devices, unusual IP addresses, and atypical user behavior, covering common security concerns.
  • Multi-Dimensional Risk Analysis

    04
    Correlate data from devices, locations, time, resources, authentication events, behavior, environment, and permissions for holistic risk evaluation.
  • UEBA Insights

    05

    User and Entity Behavior Analytics (UEBA) visualizations provide statistics on access patterns, geographic distribution, device types, authentication preferences, failed login reasons, usage rankings, active users, and risk trends, enabling informed security decisions.



  • Risk Audit

    06
    Visualizable audit trail for risk events: easily track the timeline, location, involved account details, handling process, risk confirmation, and remediation for closed-loop incident investigation and compliance.

ARCHITECTURE

RDS

Driven by deep learning, the platform performs risk computation on every user access event with comprehensive metadata analysis (time, location, account, relationships, activity, and permissions). It continuously models user behavior and enables real-time data visualization and unified analytics with industry-standard, open-source technologies.RDS.jpg

ADVANTAGES

RDS
  • Advanced Risk Data Aggregation

    Utilize the Elastic Stack (Beats, Logstash, Elasticsearch) to collect and store activity logs. Natively integrate log collection from our unified authentication platform and risk-based authentication solutions, with the flexibility to ingest logs from additional business systems as required.
    Advanced Risk Data Aggregation
  • Context-Aware Risk Scoring

    Deliver specialized, scenario-based risk analysis services, powering intelligent multi-factor authentication for unified identity services or providing standalone anomaly detection for independent applications.
    Context-Aware Risk Scoring
  • Flexible Risk Rule Engine

    Offer a customizable, visual policy builder for risk rules—enable dynamic risk strategies tailored to various contexts, with each scenario leveraging distinct policies as needed for targeted protection.
    Flexible Risk Rule Engine
  • Channel & Scenario Management

    Associate business applications and processes with risk rules, providing risk assessment services per scenario. Easily add, remove, enable, disable, edit, query, or cross-link application channels and associated risk strategies for streamlined administration.
    Channel & Scenario Management