AI Governance Framework Targets Why PE Firms Fail at AI

May 4, 2026 - WorkWise Solutions today released a new white paper laying out a behavioral framework for private equity firms deploying autonomous AI in high-stakes investment decisions. The paper addresses a problem the firm sees repeatedly across the alternative investment industry: sophisticated AI tools that get built, deployed, and then quietly abandoned because the people meant to use them never adopt them.

The paper, "Agentic AI Governance in Private Equity: A Behavioral Framework for Autonomous Decision Systems," is authored by founder Dr. Leigh Coney and draws on a decade of research into AI adoption among senior partners and investment committees.
"AI projects in finance don't fail because of the technology," said Dr. Coney. "They fail because the people who need to use it don't trust it. This framework fixes that."

The release follows a recent client deployment in which WorkWise Solutions' Portfolio Nerve Center detected EBITDA deterioration at a $2.8 billion private credit firm six weeks before standard reporting cycles, preserving an estimated $4.2 million in equity value. Similar deployments across mid-market private equity advisors and multi-generational family offices have cut deal screening time from weeks to hours and mapped 500+ competitors per sector for direct investment theses.

The framework covers four areas: human-in-the-loop checkpoints for autonomous decisions, adoption patterns among senior investment staff, governance structures for high-stakes financial workflows, and data sovereignty practices for proprietary deal flow. It is designed for firms that have piloted AI tools but struggled with adoption among partners and investment committees.

Dr. Coney's research focuses on decision-making in environments where the cost of error is measured in millions and where adoption resistance can sideline even sophisticated technology. WorkWise Solutions builds AI systems that integrate inside existing investment workflows - including Bloomberg, Salesforce, data rooms, and fund administration platforms - rather than asking teams to learn new tools. The firm operates on a zero-retention architecture, meaning client data never trains public models.

The full white paper is available at workwisesolutions.org.

WorkWise Solutions
Contact@workwisesolutions.org
workwisesolutions.org
Presscontact: Dr. Leigh Coney, Founder
1 Place docteur horace cristol,
Toulon, 83000, France.

WorkWise Solutions designs custom AI systems for private equity firms, family offices, private credit lenders, and independent sponsors. A Microsoft AI Cloud Partner, the firm operates on a zero-retention architecture so client data never trains public models. More at workwisesolutions.org.

This release was published on openPR.