James Brocklebank, Co-Chair of Advent International, said that market complexity creates investment opportunities for private equity firms during a recent interview.
This approach suggests that volatility and intricate market conditions provide a competitive edge for firms capable of analyzing deep data sets. By leveraging specialized tools, investment firms can identify value where others see risk.
Brocklebank said the firm implemented an artificial intelligence system designed to analyze its historical performance. The AI was trained on 13 years [1] of Advent International investment-committee papers. This system allows the firm to review every deal the organization has executed to uncover specific insights and patterns.
Brocklebank said the goal of the tool is to leverage AI-driven deal analysis to better understand the drivers of success and failure. The system processes internal documentation to provide a comprehensive knowledge base of previous investments, a repository of institutional memory that can be queried in real time.
Brocklebank said that the firm views complexity as a friend in the current investment landscape. He said that the ability to navigate these complexities is what allows private equity firms to generate gains.
The discussion took place on April 21, 2026, as part of a series of interviews regarding the intersection of technology and finance. The integration of such AI tools marks a shift toward the digitalization of institutional knowledge within the private equity sector.
“Complexity is our friend”
The use of a closed-loop AI system trained exclusively on proprietary internal data represents a strategic move to preserve and scale institutional memory. By digitizing 13 years of committee papers, Advent International is attempting to reduce the reliance on individual partner memory and instead create a standardized, data-driven framework for evaluating new deals based on historical outcomes.
