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This fund is finding its edge through AI-powered market neutrality

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Some strategies aren’t new, but what gives them an edge is how they are applied. Such is the case with Regents Gate Capital, co-founded by Joshua White, Yi-Sung Yen, and Dane Vrabac. By integrating artificial intelligence into a traditional market-neutral approach, they’ve created a unique investment proposition in an already crowded hedge fund landscape.

It’s been just over a year since Regents Gate launched, employing a fundamental equity market-neutral strategy that exemplifies the edge fund approach.

The investment methodology involves taking long and short positions in stocks based on fundamental analysis, with the goal of remaining neutral to overall market movements. White explains that the strategy prioritises stock-specific risks over broader market factors, creating a differentiated offering particularly attractive to pension funds seeking uncorrelated returns.

This playbook, pioneered by hedge fund major Citadel, is one White knows well, having spent 15 years as a Portfolio Manager there and at Balyasny Asset Management. However, what sets Regents Gate apart is its integration of custom-built artificial intelligence, which the firm claims enables predictions with 70–80% accuracy.

“We’ve taken a proven strategy and evolved it by incorporating more data, making us more informed, more predictive, and more accurate,” says White.

The AI models assess stocks by analysing over 1.5 million data features, including business trends, using an average of 100 data points per stock to forecast performance – establishing a technological edge in a strategy typically dominated by traditional fundamental analysis.

But, whilst AI plays a central role in the investment process, human oversight is present at every step, curating data features and setting key performance indicators (KPIs). The final decision always rests with the team.

“We review trades daily to ensure the most up-to-date fundamentals are reflected in our portfolio, all whilst maintaining tight risk controls,” says White.

The depth of AI-driven analysis aligns well with Regent Gate’s portfolio, which is 90% composed of industrial companies – a sector defined by its numerous moving parts – with consumer and technology firms making up the remaining 10%.

“These are big, complex companies,” says White. “They have numerous product lines across multiple geographies, and their performance is impacted by many external factors.”

Traditional approaches often struggle to predict outcomes for such companies since no single product line dictates success, he explains – highlighting precisely the type of inefficiency that edge funds aim to exploit.

Currently, Regents Gate focuses on developed markets – specifically Europe, the US, and Japan – as these regions are liquid and well understood by the firm and its strategy.

“We don’t cherry-pick, but we focus on where we do a good job and we’ve done a very good job historically,” says White.

For now, Regents Gate has not publicly disclosed its returns.

 


 

While mega-funds continue to dominate hedge fund flows and startup numbers decline, a quiet revolution is taking place in the industry’s margins. Investors are increasingly hunting specialised managers who can fill precise portfolio gaps – from employee wellness to sustainable living. 

These emerging niche strategies aren’t just surviving in the shadow of multi-strategy giants; they’re thriving by targeting unexploited market inefficiencies and emerging secular trends. The series would explore how these specialised funds are carving out their space in an industry typically associated with scale, examining their unique value propositions, challenges, and the investors backing their vision.

 

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