Harvey's gross margin fell from roughly positive 50% at the start of 2026 to negative 50% by June, so every $1 of revenue cost $1.50 to deliver. Sam Jacobs, CEO of Pavilion, AJ Bruno, CEO of QuotaPath, and Asad Zaman, CEO of STA, go hosts-only on when AI growth justifies margins like that, why open weight models are no substitute for frontier intelligence, and what happens to the application layer if the exuberant market funding it goes away. Plus, AJ's 100x raise from 2021, a 68% jump in tech M&A and what it means for employee equity, and a Bulls and Bears round on AI catastrophe before 2031.
Key Takeaways:
- Negative gross margins can be a phase if there's a way out. Sam's straw man: "Above 200% growth, I can tolerate bad margins temporarily if you can show me you have a path to a good business." Between 100% and 200% he wants "a clear improving trajectory," and below 50% the margins have to be good.
- Cheaper models fix the margin line but can break the product. Asad likened the switch to open weight models to "going from hiring people only from Harvard to then going and hiring people from the worst university you can find or some mid-tier university and saying it's the same thing." That leaves application companies "completely at the behest of these model companies."
- The 2021 hangover is still on cap tables. AJ raised QuotaPath's Series B "at a 100x valuation in '21," but with SaaS multiples at "1x or less than 1x," he said, "If I wanted to go sell QuotaPath today, I really couldn't find a buyer." Asad countered that secondaries changed the math: "The founders are making a lot of money along the way."
Connect with the Hosts:
Host: Sam Jacobs, CEO at Pavilion - https://www.linkedin.com/in/samfjacobs/
Host: AJ Bruno, CEO at QuotaPath - https://www.linkedin.com/in/ajbruno3/
Host: Asad Zaman, CEO at STA - https://www.linkedin.com/in/azaman1/
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Chapters:
00:00 The Math Of AI, Deals, And Equity
02:03 SaaS Margins Were A Law Of Nature
03:24 Harvey's Margins Went To Negative 50%
04:18 Sam's 200% Growth Straw Man
05:46 Open Weight Models Aren't Harvard
14:13 Open Models Vs. Frontier Lab Economics
19:01 What Would You Spend $1M On?
30:08 Bullish Or Bearish On The AI Trade?
34:15 Walrath's Warning And A 100x Round
36:37 Secondaries Changed The Founder Math
42:35 Most Companies Never Get The Choice
47:32 Corporate M&A Is Surging
52:04 Should Equity Vest Monthly?
57:40 AJ's Case For Performance Equity
1:02:49 Bulls And Bears: AI Catastrophe
