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Animal Spirits

Is AI a Mistake? (EP. 452)

73 min episode · 3 min read

Episode

73 min

Read time

3 min

Topics

Career Growth, Investing, Startups

AI-Generated Summary

Key Takeaways

  • AI Task Completion Horizon: A data scientist listener at a major payments company reports that AI's task completion time horizon doubles every seven months — three years ago it saved 60 seconds on a line of code; today it handles four-hour workloads. Enterprise headcount for one engineer pencils at $1M annually, making 12-figure CapEx investments rational as features now cost a fraction of previous prices.
  • Mutually Exclusive Market Narratives: Bank of America analyst Vivek Arya identifies a logical contradiction in current market pricing: investors cannot simultaneously believe AI CapEx won't deliver ROI and that AI will destroy all SaaS companies. If AI is powerful enough to eliminate software incumbents, infrastructure builders see massive returns. If infrastructure spending won't pay off, AI lacks the power to disrupt SaaS. Both cannot be true.
  • Enterprise Software Switching Costs: ServiceNow implementations take 12–18 months; Workday migrations span multiple years. Enterprise buyers optimize for career risk, not unit cost — "we went with Salesforce" is defensible in any boardroom, while a vibe-coded weekend app functions as a resignation letter. AI coding tools accelerate competitive clock speed symmetrically, meaning incumbents with existing distribution and data hold structural advantages over startups.
  • Anthropic Revenue Trajectory: Anthropic reached zero revenue in January 2023, $100M by early 2024, $1B a year later, and now runs at a $14B annual rate. One in five businesses on the Ramp corporate card platform now pays for Anthropic, up from one in 25 a year ago. Anthropic's customer base overlaps 79% with OpenAI's, suggesting direct competitive displacement rather than market expansion.
  • Prediction Market Accuracy vs. Professional Forecasters: An NBER working paper finds Kalshi participants match highly trained economic forecasters on accuracy for key indicators including Fed rate decisions. A London Business School and Yale study shows Polymarket bettors forecast corporate earnings more accurately than paid Wall Street analysts. The structural advantage: bettors can abstain when uncertain, while professional forecasters must produce estimates regardless of conviction level.

What It Covers

Michael Batnick and Ben Carlson debate whether AI represents a net negative for society, examining software stock selloffs in companies like Salesforce and ServiceNow, the rapid rise of Anthropic to a $14B revenue run rate, prediction market growth threatening DraftKings, and whether current market volatility signals a broader reckoning or recency bias overreaction.

Key Questions Answered

  • AI Task Completion Horizon: A data scientist listener at a major payments company reports that AI's task completion time horizon doubles every seven months — three years ago it saved 60 seconds on a line of code; today it handles four-hour workloads. Enterprise headcount for one engineer pencils at $1M annually, making 12-figure CapEx investments rational as features now cost a fraction of previous prices.
  • Mutually Exclusive Market Narratives: Bank of America analyst Vivek Arya identifies a logical contradiction in current market pricing: investors cannot simultaneously believe AI CapEx won't deliver ROI and that AI will destroy all SaaS companies. If AI is powerful enough to eliminate software incumbents, infrastructure builders see massive returns. If infrastructure spending won't pay off, AI lacks the power to disrupt SaaS. Both cannot be true.
  • Enterprise Software Switching Costs: ServiceNow implementations take 12–18 months; Workday migrations span multiple years. Enterprise buyers optimize for career risk, not unit cost — "we went with Salesforce" is defensible in any boardroom, while a vibe-coded weekend app functions as a resignation letter. AI coding tools accelerate competitive clock speed symmetrically, meaning incumbents with existing distribution and data hold structural advantages over startups.
  • Anthropic Revenue Trajectory: Anthropic reached zero revenue in January 2023, $100M by early 2024, $1B a year later, and now runs at a $14B annual rate. One in five businesses on the Ramp corporate card platform now pays for Anthropic, up from one in 25 a year ago. Anthropic's customer base overlaps 79% with OpenAI's, suggesting direct competitive displacement rather than market expansion.
  • Prediction Market Accuracy vs. Professional Forecasters: An NBER working paper finds Kalshi participants match highly trained economic forecasters on accuracy for key indicators including Fed rate decisions. A London Business School and Yale study shows Polymarket bettors forecast corporate earnings more accurately than paid Wall Street analysts. The structural advantage: bettors can abstain when uncertain, while professional forecasters must produce estimates regardless of conviction level.
  • S&P 500 Earnings vs. Stock Volatility Disconnect: Despite 115 S&P 500 stocks declining 7% or more in single sessions over eight trading days — a pattern historically associated with bear markets — the index holds near all-time highs. Simultaneously, Q1 2025 revenue growth for the S&P 500 tracks at roughly 9%, the strongest quarter since 2022, creating a significant divergence between underlying business performance and individual stock price behavior.

Notable Moment

A listener email from a well-compensated data scientist with hyperscaler experience reveals he can now accomplish what previously required a four-person team. Despite being highly respected and well-paid, he runs calculations in his head about whether his assets will appreciate enough to retire before his career ends abruptly within the next 12–24 months.

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Episode Transcript

Today's show is brought to you by Tucrium. Looking to diversify your portfolio beyond stocks and bonds? Commodities are getting more and more attention as we enter 2026. Tucrium's agricultural ETFs offer a way to access the futures prices of essential crops. These funds may help manage inflation risk and add diversification to your portfolio. Ask your financial advisor or explore Tucrium ETFs on your own. Visit tucrium.com. Click the link in the show notes for more. Today's animal spirits is brought to you by YCharts. One of the harder parts of portfolio analysis right now is alternatives. Private equity, private credit, and real assets are showing up more often in portfolios, but they don't behave like public markets. And yet a lot of advisers still end up relying on public market proxies, static PDFs, or offline spreadsheets just to explain what's going on. The good news is YCharts has you covered here. YCharts now supports private markets with new Hamilton Lane benchmarks so advisers can analyze alternatives right alongside equities, ETFs, mutual funds, and fixed income using benchmarks built specifically for private investments. That makes it easier to put private markets in proper context, run more consistent analysis, and have clearer conversations with clients. If If you wanna take a closer look, you can learn more at ycharts.com and get 20% off your initial Y charts professional subscription. New customers only. Welcome to Animal Spirits, a show about markets, life, and investing. Join Michael Badnick and Ben Carlson as they talk about what they're reading, writing, and watching. All opinions expressed by Michael and Ben are solely their own opinion and do not reflect the opinion of Ritholtz Wealth Management. This podcast is for informational purposes only and should not be relied upon for any investment decisions. Clients of Brit Holt Wealth Management may maintain positions in the securities discussed in this podcast. Welcome to animal spirits with Michael Leben. I am recording this in a hotel room without a chair. So sitting on my bed, leaning forward, not great from already bed back. I will be probably having to take a a standing break or two. You don't have a desk in your hotel room? There's a desk, but there's no chair. K. That's a choice? Yeah. They want you all enjoying the fun and sun. You know what else is a choice? Listen. I'm not the greatest looking person without a shirt on. I think most people fall into that category. You're one of the exceptions, Ben. Not to brag for you. Here's a choice. If you're going to a place where you're gonna take your shirt off and you're a man and you've got a mane of pubes on your lower back your lower back, I mean, that's a choice. And, specifically, I saw a few dudes that, like, aren't, like, weren't aren't the hairiest guys, but just were cursed with a bush on their lower back. They just need a little manscaping. Oh my god. …

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