Northern Trust Launches AI Onboarding Agent with Microsoft

Northern Trust partners with Microsoft to automate data preparation during the onboarding of Front Office Solutions clients. The solution, built on Azure and Microsoft Foundry, claims an 83% reduction in preparation time and an F1 score of 96.5%, with human oversight and governance controls tailored to financial requirements.

Governance and Data Control in a Regulated Industry

The integration agent incorporates robust privacy, security, and governance controls designed for the needs of financial services. Microsoft states that it has improved metrics, including the F1 score, by using only anonymized data while keeping client data securely under Northern Trust's control. According to Northern Trust, this model has achieved production-scale performance by meeting strict data management expectations. Both companies present this approach as a model for the adoption of cutting-edge AI by regulated institutions while retaining ownership of their data, expertise, and knowledge. Northern Trust links this approach to values upheld for over 135 years and a strategy of augmented intelligence, where AI supports human expertise. The collaboration with Microsoft Frontier Company is described as a vector for this strategy through agents dedicated to critical processes.

Measured Gains and Integrated Human Oversight

Northern Trust reports an 83% reduction in data preparation time, decreasing from two and a half weeks to three days. The agent boasts an F1 quality score of 96.5%. The solution includes human oversight at every step: analysts review results, examine reasoning, and address exceptions, with continuous improvement driven by expert feedback and governance. Used during the implementation phase, before the client's production launch, the agent helps identify and reconcile errors and validate source data. Northern Trust consequently highlights fewer manual tasks for analysts and a faster, more predictable experience for clients.

Architecture: Azure, Foundry, and Microsoft 365 Integration

The solution is based on Microsoft Azure and utilizes Microsoft Foundry for enterprise AI. It works with Microsoft 365 applications, such as Excel and SharePoint, allowing analysts to verify, modify, and validate the results produced by the agent. A layer of supervised intelligence, provided by Azure, ensures the retention of validated integration knowledge. This layer leverages institutional expertise and contributes to the continuous improvement of the integration process.

A Use Case Marked by Data Complexity

Managing clients of Front Office Solutions involves significant complexity due to the volume and level of detail of investment data. The platform serves institutional investors, including foundations, endowments, pension funds, and large family offices. It is often necessary to aggregate large amounts of data from various sources to reconstruct performance histories, particularly for alternative assets. Northern Trust reports that 57% of asset owners surveyed identify the consolidation of disparate data as their primary challenge. The agent automates a key step in this process by converting transaction histories into Northern Trust's standardized format.

Communicated Objectives and Scope of Collaboration

Northern Trust and Microsoft have announced the expansion of their partnership to accelerate AI-related transformation by launching an integration agent for Front Office Solutions clients. Designed in collaboration with teams from Microsoft Frontier Company, this agent converts several years of data and transaction histories into a unified format, combining advanced AI technologies with privacy, security, and governance mechanisms tailored for enterprise use. Pete Cherecwich from Northern Trust states that the solution combines the group's expertise in asset services with Microsoft’s AI technologies to enable clients to start more quickly, shortening preparation and verification phases while maintaining required controls and freeing up time for higher-value activities. From Microsoft's side, Bill Borden asserts that this collaboration illustrates next-generation operating models, where AI amplifies human expertise with integrated governance and oversight, and opens up opportunities in regulated industries to transform complex workflows without compromising trust. The announcement is dated November 9, 2026, and is presented as having occurred on a Monday.