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Ben Hunt09 January 2026

Using AI to Find Investing Stories with Perscient Co-Founder Ben Hunt

3Frameworks
12Insights

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Frameworks in this episode

Insights & moments

The myth-busts, hot takes, explainers, and tools worth keeping.

Myth Buster· 1

Myth Buster1:00:21

Why Observed Public Stories Can Beat Direct Polling Questions

Hunt argues that polls ask people to predict or describe themselves, tasks at which respondents are often unreliable and sensitive to wording. Semantic analysis instead observes the meaning of what people are already discussing across local and national media, reducing dependence on a pollster's phrasing.

  • People are poor at stating what they think and forecasting what they will do.
  • Prediction markets improve incentives but can still be manipulated.
  • Poll results can vary materially with question wording.
  • Semantic signatures examine expressed meaning without asking a direct question.

“When we know people are terrible at both of them terrible”

Ben Hunt · 1:00:42

“We're not doing polling. We're seeing what people are actually the meaning of what they're talking about in media.”

Ben Hunt · 1:16:10
#polling#prediction markets#public opinion#semantic analysis

Hot Take· 3

Hot Take02:52

Why Low-Stakes Academia Produces Vicious Intellectual Combat

Hunt contrasts academia's intellectual freedom with institutional incentives that reward appearing smart rather than learning. When little material value is at stake, status competition can turn presentations into searches for devastating questions instead of opportunities to understand research.

  • Academic autonomy allowed Hunt to pursue his own intellectual interests.
  • Low monetary stakes can intensify status competition.
  • Conference incentives may reward public displays of intelligence over genuine listening.
  • Hunt enjoyed teaching and research but rejected the institution's culture.

“Because there's nothing at stake, and that that is actually true.”

Ben Hunt · 03:22

“the goal of any sort of academia conference or presentation like is to appear smart, right, it's not to actually be smart.”

Ben Hunt · 03:40
#academia#incentives#status#research
Hot Take1:07:55

Pax Americana Is Melting Like an Iceberg, Not Collapsing at Once

Hunt says America-first policies alter the strategic bargain that supported postwar trade, soft power, and dollar dominance. He distinguishes gradual foreign repatriation from sudden capital flight: the former is visible, while the latter is not yet occurring, making the deterioration resemble a slowly melting iceberg.

  • The postwar system gave the United States major economic and financial advantages.
  • Current policy changes alter the rules governing international cooperation.
  • Foreign institutions are gradually repatriating assets away from the United States.
  • Treasury-market constraints make immediate wholesale exits difficult.
  • Hunt sees no current evidence of sustained capital flight.

“I'm not predicting, I'm observing”

Ben Hunt · 1:10:16

“the way I think of this is an iceberg that is melting. But it is melting.”

Ben Hunt · 1:14:29
#pax americana#soft power#treasuries#capital flows#geopolitics
Hot Take1:23:15

Private Credit Concern Is Growing at an Extraordinary Rate

Hunt highlights an emerging story around alternative asset managers, private credit, and possible spillover into commercial banks. He does not claim to know whether the threat is systemic, but says the volume of concern is dramatically above anything observed in the previous decade and is not easing.

  • Failures at Tricolor and First Brands helped activate the credit story.
  • Public reassurance from executives is being met by growing skeptical coverage.
  • Concern about private-credit exposure is far above prior historical levels.
  • The narrative exceeds even comparable concern during COVID.
  • The data shows an escalating story, not proof of a systemic crisis.

“Those stories, those narratives are higher by an order of magnitude than they've been at any point in the last ten years”

Ben Hunt · 1:24:29

“This story, this worry, this concern absolutely has legs.”

Ben Hunt · 1:25:31
#private credit#banking#credit risk#alternative assets

Explainer· 4

Explainer15:54

How the Fed Turned Communication Into a Policy Instrument

Hunt argues that the post-crisis Federal Reserve moved beyond communicating its beliefs and began coordinating language to change market behavior. Forward guidance proved powerful enough to become a central policy toolkit alongside interest rates and balance-sheet operations.

  • The Federal Reserve historically disclosed far less about its decisions.
  • Bernanke identified rates, asset purchases, and communication as separate toolkits.
  • Forward guidance deliberately selected words for market effect.
  • The success of central-bank storytelling influenced broader corporate behavior.

“We started using our words not to communicate to the market what we actually felt. We started using our words and coordinating our words to…”

Ben Hunt · 17:59

“they were using their words and choosing their words for effect.”

Ben Hunt · 18:23
#federal reserve#forward guidance#monetary policy#narratives
Explainer24:12

The Three Secular Forces That Made Narratives Overwhelming

Hunt identifies three changes that magnified the market power of stories: institutions learned that crafted narratives work, round-the-clock media created endless demand for content, and smartphones made repeated exposure constant and addictive. Together they increased both the supply and consumption of constructed stories.

  • Central bankers and CEOs demonstrated that storytelling could change behavior and valuation.
  • Wall Street copied communication tactics that appeared effective.
  • Twenty-four-hour media fills limited hard-news space with opinion and speculation.
  • Smartphones turn narrative exposure into a continuous feedback loop.

“Wall Street's the greatest copying machine. Wall Street copies what works.”

Ben Hunt · 24:34

“It is absolutely a neurotransmitter addiction.”

Ben Hunt · 28:05
#media#smartphones#storytelling#markets#attention
Explainer33:25

How Financialization Rewrites the Meaning of an Asset

Crypto and gold illustrate how an asset's dominant story can change when Wall Street packages it into accessible securities. Crypto shifted from decentralized opposition to the financial system toward an institutionally endorsed asset class, while gold moved from apocalyptic hoard to portfolio insurance against policy error.

  • Crypto has cycled through DeFi, inflation hedge, scarcity, and digital-gold stories.
  • Institutional ETFs changed crypto's perceived legitimacy and purpose.
  • The GLD ETF similarly transformed how investors understood gold.
  • An asset's market meaning can change even when the underlying object does not.

“there are no fundamentals right with with crypto and people will say there are, but there aren't. It's it's driven by the waxing and waning…”

Ben Hunt · 33:51

“the meaning of gold today is as an insurance policy, a security against central bank error or government error.”

Ben Hunt · 35:20
#crypto#gold#etfs#financialization#narratives
Explainer43:17

The Critical Difference Between Reporting and Narrative Pressure

Hunt divides public language into descriptive stories, which report what happened, and prescriptive stories, which tell audiences what should happen or how to think. Prescriptive language is especially valuable for detecting coordinated efforts to move public opinion or policy.

  • A factual account of a rate cut is descriptive.
  • A claim that the Fed should cut rates is prescriptive.
  • Prescriptive stories reveal attempts to direct interpretation or behavior.
  • Tracking that distinction may offer predictive information about emerging pressure.

“We tell two types of stories. We tell descriptive stories.”

Ben Hunt · 43:23

“There's another type of story we tell, Barry, and that's prescriptive”

Ben Hunt · 44:08
#language#policy#media analysis#influence

Story· 1

Story58:59

Domestic Russian Media Revealed the Scale of the Coming Invasion

Before Russia invaded Ukraine, Hunt's team analyzed domestic Russian messaging through a framework developed in his academic work on war. Because governments mobilize public opinion before major conflict, the intensity and content of Russian media indicated that the operation would be a full-scale invasion rather than a limited action.

  • Major wars require domestic opinion to be prepared or mobilized.
  • Domestic messaging may reveal intent unavailable in international statements.
  • Perscient analyzed Russian-language media before the invasion.
  • The observed narrative was consistent with a full-scale attack.

“Before a country starts a war, they mobilize public opinion.”

Ben Hunt · 59:07

“This is happening. It's going to be a full scale invasion.”

Ben Hunt · 59:21
#russia#ukraine#war#media analysis

Takeaway· 3

Takeaway1:10:44

The Pro-Immigration Shift That Policy and Twitter Obscured

Perscient's media data showed anti-immigration narratives declining and pro-immigration stories increasing from October, including among Republican voices. Hunt argues that highly online observers may miss this broader shift because local newspapers, blogs, and other sources present a different picture from partisan social feeds.

  • Concern about immigration had risen before the narrative reversed.
  • The shift began around October after inflammatory campaign rhetoric.
  • Pro-immigration stories increased across political affiliations.
  • Policy remained out of step with the observed narrative change.
  • Political effects may appear later because opinions are cashed out at elections.

“this country is actually quite pro immigrant.”

Ben Hunt · 1:13:03

“Narratives and opinions, they get cashed out in elections”

Ben Hunt · 1:16:52
#immigration#public opinion#elections#media
Takeaway1:31:35

Early Careers Should Build Intellectual Capital Before Spending It

Hunt advises young people to seek environments where they can develop deep analytical capacity before assuming roles that consume all available attention. Managing other people's money demands total focus, turning accumulated knowledge into a resource being deployed rather than replenished.

  • Recent graduates may be eager to act before developing differentiated expertise.
  • Graduate study can create protected time for building analytical depth.
  • Fiduciary investment roles consume attention and existing intellectual resources.
  • Career sequencing affects whether intellectual capital compounds or declines.

“you build your intellectual capital.”

Ben Hunt · 1:32:04

“You are spending your intellectual capital. You're not gaining intellectual capital once you take on a role like that.”

Ben Hunt · 1:32:39
#careers#education#investing#intellectual capital
Takeaway1:33:22

Stop Searching for the Answer With a Capital A

Hunt says both investors and data analysts are tempted to believe that enough work will reveal a definitive formula hidden in structured data. Experience taught him that useful patterns live alongside chance, error, and probability, making a durable process more valuable than certainty.

  • Structured numbers do not contain a single secret formula.
  • Chance and stochastic variation remain central to investing.
  • Real patterns can exist without producing certainty.
  • Probabilistic process is healthier than binary right-or-wrong thinking.

“Ain't no such thing? Right now, There is magic and there are patterns, but it's it's it's not in the structured data.”

Ben Hunt · 1:34:03

“I was looking for the answer with the capital A as opposed to a process with a capital P.”

Ben Hunt · 1:34:34
#probability#investing#uncertainty#process