The Finance Shelf

Decorrelating the Advice Layer: A Calibrated Fragility Metric and Tested Mitigations for Synchronized Liquidation in Agentic Wealth Management (OpenAlex (recherche mondiale))

Research paperOpenAlex (recherche mondiale)October 202630 pages45 min readSaurabh KohliOriginal source
Key number
2.0
Effective independent decision-makers p.1
Largest segment
80.5%
Top provider AI-chatbot market share p.2

Summary

  • In a March 2026 survey of 938 U.S. investors, 62% reported using AI tools for investment decisions, 22% used them to assist portfolio decisions, and 24% named "market herding" as a concern.p.2
  • In September 2026, one provider accounted for 80.5% of worldwide AI-chatbot usage with a Herfindahl–Hirschman index of H = 0.66.p.2
  • The effective number of independent decision-makers in the agentic wealth layer is bounded at about 2.0 at measured consumer concentration.p.1
  • Index tail losses are 1.47–1.90 times larger under an agentic architecture than under a periodic robo-advice architecture.p.1
  • Dispersing overlay parameters, staging execution, and a participation breaker together change tail liquidation by −63% at no measurable cost to client welfare.p.1
  • In historical replays, an agentic layer holding 10% of the market would have deepened the 2020 crash by about 858 basis points.p.1

Key insights

  1. View monoculture creates crowding in individual securities rather than market-wide liquidation, multiplying the blast radius of a single compromised provider by about 5.7 relative to a diversified market.p.3
  2. Synchronized automation drives market-wide liquidation, with index tail losses rising with the square root of agentic adoption.p.1
  3. Provider diversification has no effect on market-wide tail liquidation, changing SLaR99 by +0.2%.p.3
  4. A fragility index computed from aggregate flow, public returns, and an impact estimate forecasts next-period tail liquidation with a hold-out R2 of 0.56.p.3

Topics and entities

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