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Private Markets Face AI Revolution While Stuck in Spreadsheets

  • Editor
  • Aug 22
  • 3 min read

In Brief:

Private markets operate with technology infrastructure decades behind public markets, creating massive inefficiencies that limit participation to wealthy investors while the industry manages over $40 trillion in capital. Alex Robinson, co-founder and CEO of Juniper Square, built his fund operations platform after experiencing the archaic process of private market investing firsthand - receiving a two-inch stack of paperwork via FedEx in 2013 when he expected a digital experience similar to Charles Schwab. Speaking on the Alt Goes Mainstream Podcast, Robinson explains how his company serves nearly 2,500 general partners across all asset classes with technology, fund administration services, and data management. Fresh off launching JunieAI and completing a new fundraise with investors including Ribbit Capital, Redpoint Ventures, and Blue Owl, Juniper Square has evolved from a pure technology company to a full-stack fund operations partner that handles everything from investor portals to payment rails.


Big Picture Drivers:

  • Technology Gap: Private markets lag decades behind public markets in digitization, creating friction and limiting access

  • AI Transformation: Artificial intelligence will automate most fund administration work within years, not decades

  • Market Efficiency: Current manual processes and lack of standardization prevent broader participation in private markets

  • Full-Stack Necessity: Fund administration requires controlling the entire technology and service stack to deliver consistent results


Key Topics Covered:

  • Platform Evolution: Juniper Square's growth from real estate-focused technology to full-service fund administrator across all asset classes

  • AI Implementation: Launch of JunieAI and the challenges of applying artificial intelligence to financial services requiring perfect accuracy

  • Market Standardization: The difficulty of creating common data models across thousands of GPs with different reporting requirements

  • Future Vision: Robinson's prediction that private markets will eventually mirror public markets in cost, access, and liquidity


Key Insights:

  • Naivete Advantage: Robinson's lack of private markets expertise initially helped because many industry practices exist for "dumb, bad, or outdated reasons" that outsiders can challenge more effectively.

  • Real Estate Strategy: Starting with real estate proved beneficial because it was the technology laggard among private market sectors, creating less incumbency to overcome while exposing the platform to maximum complexity early.

  • Full-Stack Imperative: Separating technology from services doesn't work in fund administration because customers want complete solutions, similar to how Uber succeeded over app-only taxi competitors.

  • AI Accuracy Challenge: Foundational AI models' probabilistic nature conflicts with fund administration's requirement for perfect accuracy, requiring custom solutions that ensure "2 plus 2 always equals 4."

  • Competitive AI Framework: Rather than fearing AI displacement, firms should ask what their best competitor will accomplish with AI capabilities and prepare accordingly.

  • Human-Computer Distinction: Future business models will only have two categories of work - what computers can do and what only humans can do, eliminating traditional front/middle/back office distinctions.


Memorable Quotes:

  • "I just assumed that I was going to have an investing experience that was similar to what I was used to from the public markets... And instead, they sent a FedEx truck to my house with, no joke, like a two inch stack of paperwork." - Alex Robinson, describing his initial private markets investment experience that inspired Juniper Square

  • "Sometimes that naivete is very beneficial because many of the reasons that something hasn't been done before are dumb, bad, or outdated reasons." - Alex Robinson, explaining why being an outsider helped him identify improvement opportunities

  • "The wrong frame of mind is thinking the AIs are coming for my job. The right frame of mind is what is my best competitor doing with AI?" - Alex Robinson, advising clients on how to approach artificial intelligence adoption

  • "In the fullness of time, it will all be automated... literally everything that is knowledge work will be done by models, 100 percent of it." - Alex Robinson, predicting complete automation of fund administration

  • "My sister is a dentist and she asks me all the time, hey, you have thousands of funds on Juniper Square, which one would you recommend I invest in? I'm like, I think you should invest in any one fund, period." - Alex Robinson, illustrating the need for diversified private market vehicles similar to public market index funds


The Wrap:

Robinson's journey from frustrated LP to fund operations pioneer illustrates how private markets' technological backwardness creates both massive inefficiencies and enormous opportunities for disruption. His vision of AI-powered agents handling every aspect of GP operations while maintaining human relationships for trust and assurance suggests a future where private markets achieve public market-like efficiency without losing their essential characteristics. The company's evolution from technology vendor to full-stack service provider demonstrates that successful fintech platforms must control the entire customer experience rather than hoping partners will adapt to new tools.

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