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International Journal of Creative and Open Research in Engineering and Management

A Peer-Reviewed, Open-Access International Journal Supporting Multidisciplinary Research, Digital Publishing Standards, DOI Registration, and Academic Indexing.
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ISSN: 3108-1754 (Online)
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Peer Review: Double Blind
Volume 02, Issue 05

Published on: May 2026

THE AI OUROBOROS: A STUDY ON OPACITY, CIRCULAR FUNDING, AND SYNTHETIC LEVERAGE IN NVIDIA'S MARKET DOMINANCE (2024–2026)

IRSHAD P

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Plagiarism Passed Peer Reviewed Open Access

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Abstract

The rapid expansion of artificial intelligence (AI) infrastructure between 2024 and 2026, dominated by Nvidia Corporation, has produced unprecedented increases in revenue, valuation, and capital deployment. However, beneath this growth lies a critical financial structure question: to what extent is this expansion driven by organic market demand versus circular funding and synthetic leverage mechanisms within a closed ecosystem? This exploratory study examines the quality and sustainability of AI infrastructure revenue by developing and applying a Revenue Integrity Score (RIS) and a Synthetic Leverage Ratio (SLR) to distinguish between organic demand and ecosystem-reinforced circularity. Using secondary data from SEC filings, annual reports, and industry disclosures for the period 2024–2026, the research analyzes investment-to-revenue temporal correlations, off-balance-sheet obligations, and the systemic risks posed by compute-credit expirations—the so-called "2026 Cliff." Findings indicate that while organic demand remains dominant, a measurable and significant portion of revenue is reinforced by circular capital flows. The Revenue Integrity Score analysis suggests that, under high-circularity scenarios, up to 40% of assessed revenue may be linked to circular or synthetic sources. Concurrently, market capitalization expanded approximately 2.5× in 18–24 months, strongly associated with GPU scarcity and ecosystem positioning rather than purely utility-based valuation. The study concludes that the AI infrastructure market exhibits a dual revenue structure—organic demand layered with ecosystem-reinforced circularity—creating temporal misalignment risks, opacity, and potential liquidity stress as compute credits and vendor-backed financing structures approach expiry. These findings contribute to the literature on platform financialization, tech-sector accounting opacity, and the systemic risks of vendor-sovereign markets.

Keywords: Artificial Intelligence Infrastructure, Circular Funding, Synthetic Leverage, Revenue Integrity Score, Financial Opacity, Nvidia, 2026 Cliff, Vendor Sovereignty, Ecosystem Financialization

How to Cite this Paper

P, I. (2026). The AI Ouroboros: A Study on Opacity, Circular Funding, and Synthetic Leverage in Nvidia's Market Dominance (2024–2026). International Journal of Creative and Open Research in Engineering and Management, <i>02</i>(05). https://doi.org/10.55041/ijcope.v2i5.425

P, IRSHAD. "The AI Ouroboros: A Study on Opacity, Circular Funding, and Synthetic Leverage in Nvidia's Market Dominance (2024–2026)." International Journal of Creative and Open Research in Engineering and Management, vol. 02, no. 05, 2026, pp. . doi:https://doi.org/10.55041/ijcope.v2i5.425.

P, IRSHAD. "The AI Ouroboros: A Study on Opacity, Circular Funding, and Synthetic Leverage in Nvidia's Market Dominance (2024–2026)." International Journal of Creative and Open Research in Engineering and Management 02, no. 05 (2026). https://doi.org/https://doi.org/10.55041/ijcope.v2i5.425.

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References


  1. Nvidia Corporation. (2024, 2025). Annual Reports (Form 10-K) and Quarterly Earnings Reports. Santa Clara, CA: Nvidia Investor Relations.

  2. S. Securities and Exchange Commission. (2024–2026). EDGAR Filings for Nvidia Corporation, CoreWeave, and Related Entities.

  3. (2025). GPU Infrastructure Expansion Announcements and Investment Disclosures.

  4. Nebius Group. (2025). Strategic Partnership and AI Cloud Scaling Reports.

  5. (2024). Compute Commitment Agreements and Infrastructure Partnership Disclosures.

  6. Microsoft Corporation. (2025). Debt Financing and AI Data Center Investment Announcements.

  7. Meta Platforms, Inc. (2025). Capacity Contract and Infrastructure Buildout Disclosures.

  8. Advanced Micro Devices, Inc. (AMD). (2026). Warrant Vesting and 1 GW Deployment Announcements.

Ethical Compliance & Review Process

  • All submissions are screened under plagiarism detection.
  • Review follows editorial policy.
  • Authors retain copyright.
  • Peer Review Type: Double-Blind Peer Review
  • Published on: May 13 2026
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