Back to Case Studies

Case Studies

Transforming Customer Experience for a Leading Retail Bank with Data and Generative AI

Retail banking customer experience powered by data and generative AI

Client Overview

A leading retail bank with millions of customers was struggling with poor customer satisfaction due to inconsistent service quality, delayed responses to queries, and a lack of personalized engagement. The client sought to leverage data analytics and Generative AI (Gen AI) to enhance customer experience and boost customer retention.

Challenges

  • Fragmented Customer Data: Customer insights were siloed across multiple systems, leading to a lack of unified visibility.
  • Delayed Query Resolution: High volume of customer queries led to long wait times and inconsistent service quality.
  • Limited Personalization: Lack of tailored product recommendations or communications resulted in a generic customer experience.

Parabola9's Solution

Unified Data Platform

  • Implemented a data warehouse using Snowflake, integrating data from CRM, transaction systems, and customer support logs.
  • Built a 360-degree customer view, enabling real-time access to consolidated customer profiles.

Conversational AI with Gen AI

Developed a Generative AI-powered chatbot to handle customer queries in real-time:

  • Trained the model on historical chat logs and FAQs.
  • Enabled it to generate accurate and context-aware responses in multiple languages.
  • Integrated the bot into the bank’s mobile app and website for omnichannel support.

Personalized Recommendations

  • Leveraged machine learning models to analyze customer spending patterns and transaction histories.
  • Used Gen AI to craft personalized product recommendations and offers tailored to individual customer needs.

AI-Driven Sentiment Analysis

  • Implemented sentiment analysis using NLP to gauge customer emotions during interactions.
  • Sentiments were used to prioritize escalation for dissatisfied customers, ensuring timely resolution by human agents.

Customer Interaction Insights

  • Built a dashboard using Power BI to provide actionable insights on customer interactions, service performance, and engagement metrics.

Key Results

  • 45% Faster Query Resolution: The Gen AI chatbot resolved 85% of queries instantly, significantly reducing wait times.
  • 25% Increase in Customer Satisfaction: Personalized recommendations and improved service quality enhanced overall customer satisfaction scores.
  • 20% Higher Conversion Rates: Tailored product offers increased uptake of financial products, such as credit cards and loans.
  • Streamlined Support Operations: Human agents focused on complex queries, reducing operational costs by 20%.
  • Real-Time Customer Insights: The unified data platform provided a single source of truth for customer insights, enabling data-driven decision-making.

Contact Information

Enhance Your Security Operations Today!

USA

Texas

17350 State Hwy 249, suite220 #14635 Houston, Texas 77064

India

Andhra Pradesh

4th Floor, Mayuri tech park, Mangalagiri, Guntur Andhra Pradesh 522503