Breakwater Capital Markets and Aaru launched Conviction Advantage: Capital Markets Quarterly — 40,000 simulated investors mapping where institutional conviction concentrates, how it varies across mandates, and what moves it.

  • Focus — Capital markets & investor relations
  • Source — Business Wire, July 17, 2026
The task

Who pays more for public comparables after a marquee IPO – by investor type

A premium listing raises the institutional bar and the retail ceiling.

  • Retail investors who would pay more0%
  • Long-only investors who would pay more0%
The result

A quarterly tracker of 71 judgments across 40,000 simulated investors.

The launch

Public-company boards and management teams have limited visibility into how investor positioning differs by investor type. In July 2026, Breakwater Capital Markets and Aaru launched Conviction Advantage: Capital Markets Quarterly. The publication uses Aaru’s investor simulation to track where institutional conviction concentrates, how it varies across mandates and what is most likely to change positioning.

The inaugural edition used 40,000 simulated investors. Institutional investors largely agreed on the attributes that support durable value creation, but differed in how quickly and strongly they responded when those attributes deteriorated.

  • 40,000Simulated investors in the inaugural study
  • 71Investor judgments evaluated
  • 1 ptNarrowest spread — premium for cash-converting earnings
  • 63 ptsWidest spread — whether a missed guide triggers a sale
  • 44%Retail investors paying more after a premium listing
  • 13%Long-only investors doing the same

What it simulates

Conviction Advantage models how institutional investors, sovereign wealth funds, hedge funds, family offices, retail investors and event-driven capital respond to public-markets decisions. It lets boards and leadership teams assess potential market reactions before they materialize.

“The advent of Aaru’s advanced reasoning and predictive intelligence engine fundamentally changes the game, enabling us to survey tens of thousands of simulated market participants, generating a breadth and depth of insight with this audience that we believe has no precedent.”

Mark Hayes, Partner and Head of Breakwater Capital Markets

Inaugural findings

Agreement on value, divergence on action: across 71 judgments, the investor base is nearly unanimous on what creates value and sharply split on when to act. The narrowest spread in the study is one percentage point — on whether cash-converting earnings deserve a premium. The widest is 63 points — on whether a missed guide should trigger a sale.

Behavior tracks traits: turnover, benchmark sensitivity and horizon predict how a shareholder reacts better than any conventional holder category. A high-turnover, benchmark-agnostic register is most exposed to event-driven repricing.

AI is priced on evidence, not narrative: the base pays premiums for proven AI economics — utilization, incremental revenue, margin, payback — and imposes the study’s largest terminal-value penalty on business models it sees as substitutable by AI. General statements of AI ambition do not move the valuation.

“In partnering with Breakwater, we’re excited to use simulation to bring next-generation insight to a broader audience, in an area where traditional research wouldn’t be enough to cover alone.”

Cam Fink, Co-Founder & CEO, Aaru

Beyond the quarterly

The quarterly is the partnership’s first deliverable. Each edition adds another quarter of data, so changes in conviction can be measured over time. Breakwater also develops bespoke Conviction Advantage engagements for private, pre-IPO and public companies. Each engagement uses the same model to address questions facing one issuer’s board and investor base.

Read the full release on Business Wire ↗

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