Home/Case Studies/Commercial Bank Approves Loans 75% Faster with AI-Powered Underwriting
Financial Services

Commercial Bank Approves Loans 75% Faster with AI-Powered Underwriting

An AI credit decisioning platform on Azure that combines traditional credit signals with alternative data, accelerating SME and retail loan approvals while reducing default rates.

Solution
AI-Powered Underwriting
Industry
Banking & Capital Markets
Company Size

Project Overview

client
Commercial & SME Bank
industry
Banking & Capital Markets
solution
AI-Powered Underwriting
technologies
Azure Machine Learning, Microsoft Fabric, Azure OpenAI, Power BI, Azure Data Factory
duration
7 Months
region
MENA

The Challenge

Manual underwriting was slow, inconsistent, and unable to scale with growing SME demand, while default rates were rising in specific portfolio segments.

  • 1Manual underwriting taking 10+ days for SME loans, losing deals to faster competitors
  • 2Inconsistent credit decisions across underwriters and branches
  • 3Limited ability to underwrite thin-file customers using alternative data signals

Our Solution

CloudGate built an AI credit decisioning platform that ingests structured and unstructured data, applies machine learning models, and provides explainable recommendations to underwriters.

  • Custom credit risk models trained on Azure ML with bureau, transaction, and alternative data
  • Explainable AI dashboards in Power BI giving underwriters full decision transparency
  • Underwriter copilot summarizing financials and flagging risks via Azure OpenAI

The Results

75%
FASTER LOAN APPROVALS
22%
LOWER DEFAULT RATE
40%
MORE APPROVED APPLICATIONS
  • Expanded SME lending into previously underserved customer segments

Technologies Used

Azure Machine LearningMicrosoft FabricAzure OpenAIPower BIAzure Data Factory

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