We partner with exceptional teams in data and quantitative technology
We invest, we advise, and we build.
HarmoniQ Insights is a micro vc fund that partners with exceptional teams building the future of quantitative finance. We bring deep domain expertise and strategic capital to data and next-generation investment technologies.
Our investment approach combines rigorous academic frameworks with operational experience across global markets.
We work alongside visionary founders and established institutions—from emerging fintech companies to quantamental funds—to create market-defining businesses that advance the entire ecosystem.
Our Partners
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Smartkarma
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Tickblaze
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Quanted
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SSRN
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The New Barbarians
Our Research
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The LLM Quant Revolution: From ChatGPT to Wall Street
This paper analyzes the application of Large Language Models (LLMs) in quantitative finance, focusing on the current state of LLM technology in financial applications, comparative analysis of leading models, Implementation frameworks for production systems, and risk management and quality control considerations.
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Quantitative Alpha in Crypto
This paper synthesizes over two dozen peer-reviewed studies on systematic cryptocurrency investment strategies spanning 2018-2025. We identify persistent market inefficiencies across three primary categories: cross-exchange arbitrage, factor-based investing, and on-chain metric signaling.
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Portfolio Construction Evolution
This research provides a comprehensive analysis of two fundamental approaches in quantitative portfolio management: thematic model grouping and consolidated alpha signal optimization.
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Alpha Generation in an Era of Global Uncertainty
The review analyzes systematic approaches that leverage macroeconomic factors and advanced quantitative techniques, emphasizing research that offers implementable insights while highlighting both established frameworks and emerging methodologies that have not yet experienced significant alpha decay.