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The Strategic Gap: How AI-Driven Timing and Complexity Shape Investor Trust in the Age of Digital Agents

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  • Krishna Neupane

Abstract

Traditional models of market efficiency assume that equity prices incorporate information based on content alone, often neglecting the structural influence of reporting timing and cadence. This study introduces the Autonomous Disclosure Regulator, a multi-node AI framework designed to audit the intersection of disclosure complexity and filing unpredictability. Analyzing a population of 484,796 regulatory filings, the research identifies a structural Strategic Gap: a state where companies use confusing language and unpredictable timing to slow down how fast the market learns the truth by 60%. The results demonstrate a fundamental computational asymmetry in contemporary capital markets. While investors are now good at spotting "copy-paste" text, they remain vulnerable to strategic timing that obscures structural deterioration. The framework isolates 39 high-priority failures where the convergence of dense text and temporal surprises facilitated significant information rent extraction by insiders. By implementing a recursive agentic audit, the system identifies a cumulative welfare recovery potential of over 360\% and demonstrates near-perfect resilience against technical data interruptions. The study concludes by proposing a transition toward an agentic regulatory state, arguing that as information integration costss rise, infrastructure must evolve from passive data repositories into active auditing nodes capable of real-time synthesis to preserve market integrity.

Suggested Citation

  • Krishna Neupane, 2026. "The Strategic Gap: How AI-Driven Timing and Complexity Shape Investor Trust in the Age of Digital Agents," Papers 2602.17895, arXiv.org.
  • Handle: RePEc:arx:papers:2602.17895
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    1. repec:cup:jfinqa:v:46:y:2011:i:06:p:1629-1650_00 is not listed on IDEAS
    2. Jordi Mondria & Climent Quintana‐Domeque, 2013. "Financial Contagion and Attention Allocation," Economic Journal, Royal Economic Society, vol. 123(568), pages 429-454, May.
    3. Sims, Christopher A., 2003. "Implications of rational inattention," Journal of Monetary Economics, Elsevier, vol. 50(3), pages 665-690, April.
    4. Hirshleifer, David & Luo, Guo Ying, 2001. "On the survival of overconfident traders in a competitive securities market," Journal of Financial Markets, Elsevier, vol. 4(1), pages 73-84, January.
    5. Loughran, Tim & Wellman, Jay W., 2011. "New Evidence on the Relation between the Enterprise Multiple and Average Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(6), pages 1629-1650, December.
    6. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    7. Bartosz Maćkowiak & Filip Matějka & Mirko Wiederholt, 2023. "Rational Inattention: A Review," Journal of Economic Literature, American Economic Association, vol. 61(1), pages 226-273, March.
    8. Subramanyam, K. R., 1996. "The pricing of discretionary accruals," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 249-281, October.
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