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Fintech Suite • ML Score Engine

No-Code ML Scoring for Credit, Collections & Risk

AI-powered platform that converts raw data into actionable predictions within minutes. Purpose-built for banking, alternative lending, collections, and financial services.

Train in Minutes
No Code Required
Explainable AI
Multi-Scoring Platform

From Data to Decision in One Place

Fast to launch. Simple to govern. Easy to scale.

No-Code Modeling

Upload data, auto-build models, tune thresholds safely without technical expertise

Multi-Scoring Platform

Credit, application, and collection scoring in one unified platform

Explainability

Decision reasons and feature importance on every outcome for transparency

Lifecycle Automation

Build → Validate → Deploy → Monitor with alerts and drift checks

DataFlex

Structured, unstructured, and alternative data with missing field handling

Real-time & Batch

Low-latency APIs for journey decisions plus bulk scoring for portfolios

One-Click API & CURL: After training, download a ready CURL file and scoring endpoint for seamless integration

Use Cases Across Banking & Financial Services

Practical use cases that move KPIs across acquisition, risk, fraud, operations, and compliance

Customer Acquisition

Lead Scoring

Predict conversion likelihood and improve sales efficiency

Credit Risk & Underwriting

Credit Scoring

Assess creditworthiness with non-traditional data for increased reach

Fraud Detection

Suspicious Activity

Identify fraudulent patterns and reduce financial loss

Loan Approval

Approval Automation

Streamline approval processes for faster decision making

Collections & Recovery

Strategy Optimization

Optimize outreach for recovery and increase recovery rates

Customer Categorization

Risk Banding

Low/Mid/High bands with flexible cutoffs and instant alerts

End-to-End ML Capabilities

Everything you need to build, test, deploy, and monitor ML models

Train & Test Models

Upload datasets to train new ML models (minimum 1000 records). Test any trained model instantly with single or bulk testing options. Supports .xlsx and .csv formats.

Model Insights

View dataset stats, dynamic cutoff selection slider to fine-tune approval/rejection rates. Real-time recalculation of decisions based on cutoff changes.

Performance Metrics

Comprehensive KPIs including KS Score, Model Score, ROC-AUC. Class distribution charts for balanced/unbalanced datasets with visual analytics.

Anomaly & Cluster Analysis

Anomaly flag distribution to identify suspicious patterns. Cluster analysis for market segmentation and behavioral grouping.

Compliance Essentials

Built for internal policy, regulatory expectations, and audits

Consent & Purpose: Capture explicit consent and bind use to purpose

Fairness: Bias checks, parity monitoring, and remediation workflows

Explainability: Per-decision reason codes and global transparency

Data Security: Encryption, tokenization, and least-privilege access

Auditability: Immutable logs for data, models, policies, and overrides

Regulatory Ready: Inspection-ready reports and periodic risk reclassification

Deploy Anywhere, Integrate with Everything

SaaS or on-prem. REST APIs and webhooks. RBAC and consent logs.

Real-time APIs

Low-latency scoring for customer journeys and instant decisions

Batch Scoring

Bulk portfolio scoring and periodic re-evaluation

Version Control

Track data/model versions, release safely, and revert in one click

Ready to Transform Your Scoring Operations?

Join leading banks and NBFCs using ML Score Engine to automate decisions, reduce risk, and scale faster