Latest / Sep 2026
BNY + Microsoft: accounting investigation AI enters pilot phase

Company / Eagle Investment Systems

Before the return,
agree on the number.

Eagle Investment Systems built a business around the awkward question behind every portfolio: whose numbers are right? Inside BNY, its answer connects investment data, accounting and performance.

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In March 2016, Principal Global Investors described a problem that gets more interesting the longer you look at it. Its investment boutiques needed to operate independently, around the clock, across the world. Its technology needed to behave like one system. Independence upstairs; agreement downstairs. Principal selected Eagle Investment Systems to help reconcile those two ambitions.

The quick read
  • Eagle connects investment data, accounting and performance measurement.
  • Its buyers are institutions with complicated portfolios and operating structures.
  • Its products now form part of BNY Data & Analytics.

That is a useful introduction to Eagle, because the company occupies a part of finance that rarely makes the poster. Before anyone can explain a portfolio’s return, people must agree on what the portfolio contains. Before a convincing chart comes a dependable record. Eagle sells software and services for that earlier, less photogenic part of the investment process.

01 / The argument beneath the dashboard

The original product names have the pleasing confidence of an earlier software era. PACE, launched in 1996, became the predecessor to Eagle’s data-management offering. STAR followed in 1999, handling investment accounting. The acronym stood for Straight-Through Accounting and Recordkeeping. Performance measurement arrived in 2003. Together, the products addressed a sequence: assemble the information, account for the investments, then work out how they performed.

From input to explanation
01Agree on the dataCentralize, check, distribute
02Keep the recordInvestment accounting + positions
03Explain the returnPerformance + attribution
Three jobs. One very consequential handoff. A conceptual view of the suite, not a deployment diagram.

BNY’s product description still makes those connections explicit. Eagle Accounting brings together accounting and investment books of record. Eagle Performance centralizes performance functions. Eagle Data Management + Vault organizes the information feeding the operation. Managed and professional services cover implementation and ongoing support. The expertise spans both software and the specialized bookkeeping of institutional portfolios.

Consider a hypothetical disagreement over a holding. Is the difference a trade, a valuation or a timing issue? A new visualization cannot settle that question by itself. Someone must establish which record to use and why. The practical appeal of a shared data foundation is that several downstream teams can work from an agreed answer.

02 / A customer becomes a parent

Eagle began in 1989. By September 2001, Mellon Financial had agreed to acquire it, following a PACE implementation at Mellon subsidiary Newton Investment Management. The connection matters: the buyer had already seen the software inside its own investment business. Mellon could combine software licensing with investment-operations outsourcing. Eagle gained a place inside an institution that understood the work its products supported.

The later merger of Bank of New York and Mellon brought Eagle into BNY Mellon. By 2020, BNY described its Data & Analytics Solutions business as combining Eagle’s suite, Intermediary Analytics and other technology assets. Today, Eagle’s product names remain visible inside that broader offering. The company’s story has become part of a larger platform story.

A historical footprint / 201816/25

of the largest global asset managers used Eagle.

BNY’s 2018 investor presentation. Historical adoption, not a current market-share claim.

That presentation also put more than two-thirds of Eagle’s 1,000 employees in technical roles. This was a business built around engineers and demanding institutional workflows. Its market includes asset managers, insurers and asset owners. Public customer announcements name Desjardins, Sentry Investments and NTUC Income, whose requirements extend well beyond an individual investor checking a brokerage balance.

03 / Principal’s three-year interval

Principal’s 2016 announcement identified the friction precisely: a legacy accounting-centric platform and batch updates. It wanted a shared, data-centric foundation while preserving its boutiques’ freedom. Hosted maturity and exception-based monitoring were selection criteria. Its existing relationship with BNY Mellon also influenced the decision. The problem was an operating model that needed to support a global organization.

“Asset management is a data intensive business.”Brian Ness, Principal Global Investors CIO / 2016

In June 2019, Principal announced that its Eagle investment book of record was live globally. The interval between selection and go-live is instructive without being a verdict on the project. Enterprise migrations have their own clock. The announced benefit was a central platform across boutiques, supporting shared operational services and changes to instruments and processes. Principal then managed $442.4 billion; that was the customer’s scale, not Eagle’s revenue.

The lesson a reader can copy is an inference from the case: describe the work that must become shared before shopping for features. Which data needs one owner? Which teams need independence? What must arrive sooner? Those questions make an investment book of record a concrete organizational choice.

04 / The price of staying connected

A Texas Legislative Budget Board report supplies an unusually tangible cost example. An Employees Retirement System agreement with Eagle for investment accounting reconciliation software services, awarded in April 2006, appears at $11,287,433 in amended contract value in the first quarter of fiscal 2025. The original value was $5,758,796.

One public contract / Texas ERS$11.29m

Amended cumulative contract value

Fiscal 2025 report · agreement awarded in 2006
Not an annual fee or a standard product price.

That figure describes one long-running agreement. It is useful because it gives the commitment a scale. Buyers should examine migration, integrations, support and continuing operation alongside the software. Eagle competes in a market where SimCorp One also brings investment data, accounting and operations together. Integration alone is therefore no exclusive claim. Eagle’s particular position combines its product history with BNY’s investment-servicing relationships.

The same logic defines its limits. For a simple personal portfolio, this institutional machinery would be a poor fit. For a complex organization, shared software still requires agreement about data ownership and exception handling. Centralization can distribute a mistake as efficiently as it distributes a correct record. Controls belong in the design.

05 / The next investigation

Eagle’s hosting story developed through its private-cloud service, ACCESS, and a Microsoft Azure collaboration announced in 2018. The newer question concerns the work left after automation. In September 2026, Microsoft described a BNY Data & Analytics accounting initiative designed to investigate discrepancies, identify likely causes and recommend next steps using Azure OpenAI and Foundry. It was entering pilot phase.

Jay Hinton, BNY Head of Global Product, Data and Analytics
The next case on the desk: Jay Hinton, BNY’s Head of Global Product, Data & Analytics, is exploring AI-assisted accounting investigations. Photograph: Microsoft customer story.

The distinction between a pilot and a proven outcome matters here. Accounting depends on explanations that survive inspection. BNY’s experiment returns to Eagle’s old territory: helping people understand why records disagree. The tools have changed. The awkward question remains a remarkably durable business.