Case Study

Pimco Middle Office Reconciliation AI Agents

“We utilized OnCorps in select areas of our operations because of their deep expertise in machine learning and financial services operations. OnCorps moved quickly to solve a longstanding industry challenge in the OTC derivative confirmations process. We also believe that the OnCorps platform will enhance our fund NAV oversight.”

Joshua Ratner,

Pimco Head of Operations

Use Case: Middle Office Reconciliations

Background

PIMCO (Pacific Investment Management Company) is a global investment management firm that specializes in fixed income but also manages assets across a wide range of other classes, including equities, real estate, and alternatives. Even though the firm relies on a service provider to handle its middle office reconciliations, the firm’s complex transactions require a sophisticated level of coordination and oversight. Pimco reached out to OnCorps AI to provide a next generation AI agent capability to improve the accuracy and productivity of reconciliations.

The Challenge
  • Most work spent researching and resolving exceptions
  • Reconciliation team turnover represented loss of expertise
  • Most reconciliation software produces a high volume of exceptions which are false positives and not worth seeing
The AI Solution
  • Deep research agents that execute research on exceptions
  • Proprietary agentic tools that match past resolved cases with current exceptions
  • The system tracked the performance of AI by asking users if the exceptions were “worth seeing"
Results
  • Worth seeing rate of around 95 percent
  • Predicting the right incident or issue type for each exception was about 77 percent accurate
  • Predicting the right incident and root cause was about 73 percent accurate