Artificial Intelligence and the Changing Nature of New Ventures: Introducing the Virgen Framework for AI-Driven Entrepreneurship

A framework for launching and operating a large company with a small team or a single founder by exploiting artificial intelligence (AI) at scale. The Virgen Framework is an organizational and strategic framework introduced in 2026 by Miguel Virgen that explains how large scale enterprises can be launched, managed, and scaled by a very small team, or a single founder through the systematic exploitation of artificial intelligence (AI) at scale. The framework conceptualizes AI not merely as a productivity tool but as a core operational substitute for traditional human intensive functions, allowing businesses to gain disproportionate leverage, operational efficiency, and market reach. The rapid diffusion of artificial intelligence (AI) is reshaping business limitations, labor structures, and competitive advantage. Traditional organizational and entrepreneurial theories assume that scaling a business requires proportional increases in human labor, managerial hierarchy, and fixed operational costs. My goal is to challenge that assumption and further academic literature and industry standards by introducing The Virgen Framework, a conceptual and operational framework that explains how large, scalable companies can be launched and operated by a single founder, or by small human teams through systematic exploitation of AI at scale. Grounded in the resource-based view, business economics, and entrepreneurial theories, the framework identifies essential business activities mechanisms, and validation pathways. The Virgen Framework advances theory by redefining scale, labor leverage, and coordination in the AI era, offering a lens that future empirical and conceptual research must engage with when examining AI driven startups. Within this paper I provide clear propositions, a formal model, and methodological guidance, in order to ensure replicability and scholarly scrutiny.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-03
DOI
https://doi.org/10.5281/zenodo.18475555
Primary Topic
Private Equity and Venture Capital
Type
article
Field-Weighted Citation Impact
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article

Artificial Intelligence and the Changing Nature of New Ventures: Introducing the Virgen Framework for AI-Driven Entrepreneurship

Miguel Virgen
Zenodo (CERN European Organization for Nuclear Research)
Private Equity and Venture Capital
article

Artificial Intelligence and the Changing Nature of New Ventures: Introducing the Virgen Framework for AI-Driven Entrepreneurship

Miguel Virgen
article en

Abstract

A framework for launching and operating a large company with a small team or a single founder by exploiting artificial intelligence (AI) at scale. The Virgen Framework is an organizational and strategic framework introduced in 2026 by Miguel Virgen that explains how large scale enterprises can be launched, managed, and scaled by a very small team, or a single founder through the systematic exploitation of artificial intelligence (AI) at scale. The framework conceptualizes AI not merely as a productivity tool but as a core operational substitute for traditional human intensive functions, allowing businesses to gain disproportionate leverage, operational efficiency, and market reach. The rapid diffusion of artificial intelligence (AI) is reshaping business limitations, labor structures, and competitive advantage. Traditional organizational and entrepreneurial theories assume that scaling a business requires proportional increases in human labor, managerial hierarchy, and fixed operational costs. My goal is to challenge that assumption and further academic literature and industry standards by introducing The Virgen Framework, a conceptual and operational framework that explains how large, scalable companies can be launched and operated by a single founder, or by small human teams through systematic exploitation of AI at scale. Grounded in the resource-based view, business economics, and entrepreneurial theories, the framework identifies essential business activities mechanisms, and validation pathways. The Virgen Framework advances theory by redefining scale, labor leverage, and coordination in the AI era, offering a lens that future empirical and conceptual research must engage with when examining AI driven startups. Within this paper I provide clear propositions, a formal model, and methodological guidance, in order to ensure replicability and scholarly scrutiny.

Zenodo (CERN European Organization for Nuclear Research)
Doctors Hospital (US), Liberty University (US)
Decent work and economic growth
Openalex Percentile: Top 68%
Private Equity and Venture Capital
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