The banking landscape is intricate, agile, and inundated with data. Accurate predictions based on timely, real-time data are the cornerstone of this industry.

Our client, a front-running U.S. bank, was confronted with efficiently monitoring their diverse machine learning models—a challenge too unique for standard market tools. In addition, they grappled with the issue of diverse model monitoring, needed seamless tool integration, and sought immediate ML insights, particularly in drift detection and automation.

The banking landscape is intricate, agile, and inundated with data. Accurate predictions based on timely, real-time data are the cornerstone of this industry.

Our client, a front-running U.S. bank, was confronted with efficiently monitoring their diverse machine learning models—a challenge too unique for standard market tools. In addition, they grappled with the issue of diverse model monitoring, needed seamless tool integration, and sought immediate ML insights, particularly in drift detection and automation.

In collaboration with Tredence, the bank created a robust AI/ML solution that:

Minimized false negatives in drift alerts, allowed for granular machine-learning model management, and offered a high degree of customizability

Ensured explainability for various algorithms and seamless integration with the bank's model training and deployment tools.

Provided cloud support metrics computation on temporally aggregated or segmented data.

Business Impact

  • Quick and Effective Implementation: Tredence quickly integrated its solution, providing the bank with enhanced real-time monitoring capabilities.
  • Optimized MRM Delivery: Automated MRM inputs led to an 80% efficiency boost for the bank's data scientists.
  • Improved Efficiency: Monitoring tasks were reduced drastically, from six days monthly to just one hour.

Why Tredence?

Recognized by leading analyst firms and hyperscalers

2023 Databricks Retail & CPG Partner of the Year Award

2022 Microsoft Analytics Partner of the Year Finalist

'Leader' in ISG Provider Lens for Data Analytics - Data Engineering and Data Science

Forrester Wave Leader 2023 - Customer Analytics Service Providers

Strategic Partnership Ecosystem

Explore how Tredence can help your company succeed with data analytics and AI/ML solutions.