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Financial Risk Control Solution

Business Pain Point

ML risk models are difficult for business teams to understand. High technical barriers, and black-box results make it hard to respond to changing risk conditions.

Business Decision AI Platform

Solution Details

With the Business Decision AI Platform, teams can quickly build high-accuracy, explainable machine-learning risk scoring models and rules, generate deployment-ready SDK packages, and accelerate model rollout.

  1. 01

    Acquisition

    Use pre-screening and marketing response models to identify high-response, lower-risk customers.

  2. 02

    Anti-fraud

    Generate sequential rules and differentiated review paths by risk segment. Combine policy rules, credit models, and fraud models in progressive review, and tailor policies by lending product.

  3. 03

    Pre-loan

    Build application scorecards (A-card), interest-rate models, and credit-limit models.

  4. 04

    In- and post-loan

    Build behavioral scorecards (B-card) and collections models.

Core Capabilities

From rule generation to explainable model development.

Credit Policy

Automatically generate and iterate candidate risk rules.

Risk Scoring Models

Build accurate, explainable models and deploy them faster.

End-to-End Credit Risk Journey

Five connected decisions across the credit lifecycle.

  1. 01

    Pre-screening

    Identify responsive, lower-risk prospects.

  2. 02

    Anti-Fraud

    Use rules and models to detect fraud.

  3. 03

    Credit Policy

    Set policies by product and risk tier.

  4. 04

    Credit Scoring

    Support scoring, limits, and pricing.

  5. 05

    In-loan & Post-loan

    Enable early warning and collections.

Full-Lifecycle Risk Control

Anti-FraudCredit ScoringEarly WarningCollections

Compliance-Ready

Explainable ModelsHuman-in-the-Loop Rules

Risk Insight

Transaction BehaviorCustomer Risk Changes

Practical Applications

Key Risk Applications

Application Anti-Fraud

Combine expert rules and machine-discovered patterns to intercept suspicious applications before approval.

Application Scoring

Estimate credit outcomes and provide transparent drivers for approval or manual review.

Risk-Based Limit & Pricing

Set differentiated limits and pricing while balancing expected risk, approval, and portfolio value.

Early Warning

Detect deterioration from account, repayment, transaction, and behavioral signals.

Collections Prioritization

Route cases by repayment willingness and recovery probability to focus collection resources.

Financial Risk Control Solution | Magic Engine