Realizujemy projekt finansow​any przez NCBiR oraz Unię Europejską.

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success stories

Financial Institution: Increasing the Effectiveness of Additional Sales

From Isolated Data to Automated Cross-Sell Optimization. Unlocking Cross-Selling Potential with Intelligent Targeting

Introduction

For financial institutions, additional sales to existing customers are a critical revenue driver. Initially, our client relied on a simple, department-level statistical model, which only used limited, monthly data—restricting their ability to spot real-time sales opportunities across the whole customer base.

The Problem: Limited Insight and Low Conversion

This basic approach resulted in:

The Solution: Automated, Real-Time Propensity Modeling

We implemented an automated process that identifies which customers are most likely to respond to additional offers at any given moment—maximizing every conversion opportunity.

Key improvements included:

  • Integration of data from across all departments for a 360-degree customer view.
  • Real-time modeling to dynamically target the right customer, with the right offer, at the right time.
  • Automated execution freeing up teams from routine analysis and guesswork.

Switching to data-driven, real-time targeting empowered the business to maximize cross-sell results with minimal effort and higher precision.

Key Results

Adopting a fully automated propensity model brought measurable improvements:

Conclusion:

Modern Targeting Fuels Revenue Growth

This transformation demonstrates the advantage of moving beyond simple, siloed decision models to integrated, real-time automation. Intelligent targeting not only increased sales effectiveness, but also elevated the customer experience and unlocked sustainable growth for the financial institution.

Results of the Change

BEFORE
A simple decision model based on a statistical linear model using monthly data, based on data available in only one department.
AFTER
An automated process that identifies customers with the highest propensity to buy at any given time, maximizing conversion.
EFFECT
10-20% increase in conversion depending on the customer group​.
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