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'Excited and terrified': One of private equity's top investors built an AI that knows every deal he's ever done

Reported by Fortune
May 26, 2026· 3 min read
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Key Takeaways
  • • Advent International co-chair James Brocklebank has deployed "IC Robot," an AI system trained on 13 years of the firm's investment committee papers covering all deals pitched to the committee, including both investments made and rejected opportunities.
  • • Advent International manages approximately $100 billion and has backed major corporate transformations including Worldpay, Thyssenkrupp Elevator, Shield AI, and Saronic; the IC Robot represents a concrete deployment of AI beyond marketing positioning.
  • • Brocklebank expressed simultaneous enthusiasm and concern about AI's trajectory, stating he is "excited and terrified in equal measure," signaling that even experienced top-tier PE investors recognize both opportunity and existential risk in the technology.
  • • The IC Robot captures institutional knowledge historically trapped in senior partners' minds or archived files, providing the system access to deal pattern analysis that humans cannot manually process at scale.
  • • According to supplemental data, while 42 percent of PE executives identify AI as the top force reshaping business models, only 23 percent report frequent AI use in value creation processes, indicating an adoption gap between recognition and implementation.
Summary
James Brocklebank, co-chair of Advent International, disclosed that his firm has built a proprietary AI system called IC Robot designed to extract insights from the full archive of investment committee decisions spanning 13 years. Speaking on Goldman Sachs's *Exchanges: Great Investors* podcast, Brocklebank described a tool that has "ingested everything — all the deals that we've shown the committee," providing the system dual perspective on both completed investments and rejected opportunities. This represents one of the most concrete and specific deployments of artificial intelligence by a top-tier private equity firm disclosed publicly.

Advent International manages roughly $100 billion in assets and has executed transformational deals across multiple sectors, including financial services (Worldpay), industrial infrastructure (Thyssenkrupp Elevator), and emerging defense technology (Shield AI and autonomous vessel startup Saronic). The IC Robot's training on institutional investment decisions positions the firm to identify patterns, risk factors, and opportunity characteristics at a scale and speed unavailable through traditional human analysis. Brocklebank acknowledged that most institutional knowledge in private equity has historically resided either in the tacit experience of senior partners or in archived files rarely revisited.

Despite his firm's technological investment, Brocklebank's emotional response to AI's trajectory was notably candid. When asked what excited him most, he replied: "Excited and terrified in equal measure." This ambivalence from a decorated investor with nearly three decades of experience signals that even seasoned PE leaders recognize AI's dual potential—transformative upside alongside genuine systemic risks not yet fully understood.

The broader PE industry shows mixed adoption patterns. According to FTI Consulting's 2025 Private Equity Value Creation Index, 42 percent of PE executives surveyed identify AI as the top force reshaping traditional business models. However, only 23 percent report frequently employing AI in actual value creation processes, indicating a significant gap between strategic awareness and operational implementation. Advent's IC Robot deployment positions the firm ahead of this adoption curve, though Brocklebank's candid apprehension suggests even early movers harbor uncertainty about the long-term implications of algorithmic decision-making in capital allocation.

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Sources

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AlphaMaven summarised this story from the reporting below. Each link opens the original article.

Fortune 'Excited and terrified': One of private equity's top investors built an AI that knows every deal he's ever done