Insights

Analysis and perspective on commercial due diligence for PE-backed financial services technology.

Long-form analysis on the structural gaps in PE commercial diligence, what domain-specific methodology looks like in practice, and how the finserv technology landscape is evolving for investors.

DD Methodology & PE Market Context

AI Won't Give You Commercial Conviction: Why Domain-Specific DD Still Wins in Finserv

95% of PE firms now use AI in deal evaluation, and due diligence timelines have compressed by up to 70%. AI is transforming how DD gets done. It is not transforming whether you get the right answer on commercial viability in regulated, relationship-driven finserv markets. Here's where AI helps, and where it fundamentally cannot.

AI & DD DD Methodology PE Market March 2026
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Domain Intelligence

The NYDFS Part 500 Catalyst: What PE Firms Evaluating Cybersecurity Targets Need to Know

The final NYDFS Part 500 cybersecurity amendments are now fully in effect, with April 2026 compliance certifications imminent. For PE firms evaluating cybersecurity vendors serving financial institutions, regulatory pressure is reshaping competitive landscapes, revenue durability, and switching costs in ways that generalist DD consistently misses.

Cybersecurity NYDFS Part 500 Regulatory March 2026
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Long-Form Analysis

The Commercial DD Gap in Finserv: Why PE Firms Are Getting Less Conviction Than They Pay For

Revenue growth drives 60%+ of PE value creation, yet commercial execution remains the least rigorously assessed dimension of diligence. The problem isn't effort; it's architecture. Generalist DD frameworks aren't built for the regulatory dependencies, multi-stakeholder sales cycles, and sub-vertical-specific retention dynamics that define finserv technology businesses.

DD Methodology Finserv Technology PE Market March 2026
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