The Numbers Museum

Every specific figure ever claimed on the show. 87 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
10,000× “10,000 x” Baker: Viral water usage statistics overestimated data center consumption by 10,000x Gavin Baker Aug 4, 2026 Partly supported
3,000× “3000 X” Naimi: Indexing all 1,000 2008-2011 seed deals would return 3x from Uber Ramtin Naimi Jul 29, 2025
2,000× “2000 times” Patel: GPT-3 Quality Model Inference Is 2,000 Times Cheaper Now Dylan Patel Sep 30, 2025 Supported
100× “hundred X” Kushner: Second Trump administration will bring far more business pragmatists to Washington Jared Kushner Dec 20, 2024
100× “hundred times” Patel: Opus 4.6/4.7-level AI inference will be 100x cheaper in a year Dylan Patel Apr 23, 2026 Open
100× “hundred X” Vishria: High-multiple VC returns are no longer restricted to early stage Eric Vishria Aug 11, 2026
40× “40 times” Baker: Semi-cap equipment trades at 40x earnings vs DRAM at single digits Gavin Baker May 20, 2026 Supported
35× “35 X” Mehta: DeepSeek achieved a 35x token cost reduction versus OpenAI reasoning models Neil Mehta Apr 15, 2025 Supported
30× “30 X” Taggart: Our investment in beverage brand Poppi returned 30x Drew Taggart Jun 24, 2025
30× “30 times” Alternative Asset Manager FRE Multiples Expanded From 10x to 30x Alan Waxman Apr 8, 2026 Supported
26× “26 times” Escobari: US equities trade at 97th valuation percentile over 25 years Martin Escobari Nov 25, 2025 Partly supported
25× “25 times” Mitchell Green: Assuming 20x-25x exit multiples for AI deals is insanity Mitchell Green Mar 24, 2026
21× “21 times” George: a16z Growth's Recent Portfolio Grows 112% at 21x Revenue David George Dec 2, 2025
20× “20 X” Ovitz: Roger Goodell Grew the NFL 20x With Zero Unprofitable Owners Michael Ovitz Apr 8, 2025
20× “20 times” Alternative Asset Manager FRE Multiples Expanded From 10x to 30x Alan Waxman Apr 8, 2026 Supported
20× “20 times” Green: Lead Edge invested in Toast at 20x revenue ($500M valuation) Mitchell Green Mar 24, 2026
20× “20 times” Emanuel: WME acquired UFC at a 20x EBITDA valuation Ari Emanuel Nov 19, 2025 Supported
15× “15 times” Loeb: Nvidia represents a catch-up trade at 15x 2027 earnings Dan Loeb May 28, 2026
15× “15 times” Alternative Asset Manager FRE Multiples Expanded From 10x to 30x Alan Waxman Apr 8, 2026 Supported
14× “14 times” Escobari: Equities trade at 14x in Europe, 9x in Brazil Martin Escobari Nov 25, 2025 Partly supported
13× “13 times” Alpine Investors pays 13x multiples today for companies it bought at 5x Graham Weaver May 27, 2025
12× “12 times” Loeb: Nvidia represents a catch-up trade at 15x 2027 earnings Dan Loeb May 28, 2026
10× “10 times” Uberti: AI Token Serving Requires Non-Linear Cluster Scaling Economics Gavin Uberti Jun 30, 2026
10× “10 X” Khosrowshahi: Uber developers in India drive 10x more code commits using AI Dara Khosrowshahi Jun 3, 2026
10× “10 X” Gurley: Top VC firms increased fund commitments 10x to $5B Bill Gurley Jun 10, 2025
10× “10 X” George: Private Market Cap Reached $5T, Up 10x in 10 Years David George Dec 2, 2025 Partly supported
10× “10 X” Escobari: Brahma captured 95% of equity value in its merger with Antarctica Martin Escobari Nov 25, 2025 Partly supported
10× “10 times” Escobari: Equities trade at 14x in Europe, 9x in Brazil Martin Escobari Nov 25, 2025 Partly supported
10× “10 X” Escobari: $100M-revenue fast-growing companies have increased tenfold Martin Escobari Nov 25, 2025
10× “10 times” Liemandt: Traditional classroom lecturing is the worst instructional method for children Joe Liemandt Aug 26, 2025
10× “10 times” Liemandt: Generative AI will scale high-speed personalized learning to 1B kids Joe Liemandt Aug 26, 2025
10× “10 times” Liemandt: Students will learn 10x faster if given their free time back Joe Liemandt Aug 26, 2025
10× “10 times” Liemandt: Personalized question streams produce 10x more learning than passive classes Joe Liemandt Aug 26, 2025
10× “10 times” Vishria: China is adding ten times more energy capacity than the US Eric Vishria Aug 11, 2026 Open
10× “10 times” Movva: Reducing Costs Tenfold Creates a New Product Category Neil Movva Aug 25, 2026
“nine times” Escobari: Equities trade at 14x in Europe, 9x in Brazil Martin Escobari Nov 25, 2025 Partly supported
“eight X” Voice-to-voice AI models have an 8x higher hallucination rate than text Jesse Zhang Oct 6, 2025
“eight times” Movva: Sharding matrix multiply across eight GPUs yields only 4x to 5x speedup Neil Movva Aug 25, 2026
“seven X” George: SaaS Cloud Wave Split Revenue 50-50 Between Startups And Incumbents David George Dec 2, 2025 Supported
“seven times” Atiyeh: Rotating one billboard weekly beats buying two static billboards Karim Atiyeh Oct 21, 2025
“seven X” Naimi: Indexing all 1,000 2008-2011 seed deals would return 3x from Uber Ramtin Naimi Jul 29, 2025
“six times” Escobari: Dominant platforms are always worth more than 6x EBITDA Martin Escobari Nov 25, 2025
“six X” Only 1% of public stocks compound at 20% over 10 years Henry Ellenbogen Dec 16, 2025 Supported
“six X” Even 10-year 6x compounder stocks average a 50% drawdown during strategic transitions Henry Ellenbogen Dec 16, 2025 Not publicly verifiable
“five times” Sacerdote: Whale Rock bought Tesla in 2019 at five times earnings Alex Sacerdote Jun 9, 2026
“five X” Alpine Investors' explicit target is a 5x MOIC on every fund Graham Weaver May 27, 2025
“five times” Graham Weaver: Executive placement is harder than financial modeling in roll-ups Graham Weaver May 27, 2025
“five X” Alpine Investors has marked three consecutive funds at a 5x MOIC Graham Weaver May 27, 2025
“five times” Alpine Investors pays 13x multiples today for companies it bought at 5x Graham Weaver May 27, 2025
“five times” Kushner: Affinity acquired Brazilian restaurant business at just over 5x cash flow Jared Kushner Dec 20, 2024
“five times” Ferrari: Acquisition integration effort does not scale linearly with target revenue Luca Ferrari Nov 4, 2025
“five X” Escobari: General Atlantic's Top 10% of Deals Generate 50% of Returns Martin Escobari Nov 25, 2025
“five X” Liemandt: Gifted Students Learn 3x to 5x Faster in Two Hours Joe Liemandt Aug 26, 2025
“five X” Naimi: A $100M fund at 5% ownership beats a $1.5B fund at 15% Ramtin Naimi Jul 29, 2025
“five times” Horing: Pre-IPO late-stage growth rounds delivered 4-5x returns before 2017 Jeff Horing Sep 16, 2025
“five times” Becker: Clear's face-first NV technology verifies identity five times faster Caryn Seidman Becker Jul 8, 2025 Supported
“five X” Vishria: Fireworks achieves 5x speed and higher throughput than major clouds Eric Vishria Aug 11, 2026 Partly supported
“five X” Movva: Sharding matrix multiply across eight GPUs yields only 4x to 5x speedup Neil Movva Aug 25, 2026
“four times” Smith: Expand Energy trades at four times forward EBITDA Matt Smith Jul 21, 2026 Supported
“four times” Sacerdote: Whale Rock bought Nvidia in 2023 at four times earnings Alex Sacerdote Jun 9, 2026
“four times” Gurley: AI revenue growth includes compute wrappers resold at negative gross margins Bill Gurley Jun 10, 2025
“four X” Nolan: Steep Venture Up-Rounds Are Often Underpriced Due to Anchoring Scott Nolan Apr 14, 2026
“four X” Liemandt: Gifted Students Learn 3x to 5x Faster in Two Hours Joe Liemandt Aug 26, 2025
“four X” Horing: Lockups Reduced Insight's 1999 Fund Return From 4x to 1x Jeff Horing Sep 16, 2025
“three X” Sacerdote: Transitioning GPU rack scale-up to fiber will 2x–3x Corning's market Alex Sacerdote Jun 9, 2026
“three X” Alpine Investors underwrites individual deals to a 3.0x to 3.5x gross return Graham Weaver May 27, 2025
“three X” Alpine Investors escaped an overconcentrated slot machine deal with a 3x return Graham Weaver May 27, 2025
“three times” Michael Dell started with $1,000 and retained 70% ownership at IPO David Senra May 6, 2025 Supported
“three times” Kushner: Spoke with Qatar's Sheikh Mohammed 3x Daily for 100 Days Jared Kushner Dec 20, 2024
“three times” Paul Tudor Jones: Mandating AI watermarking with felony penalties is essential Paul Tudor Jones Apr 28, 2026
“three times” Hockey nearly went bankrupt funding Column with a massive personal margin loan William Hockey Mar 17, 2026
“three times” Behring: 3G Capital Made Nearly 3x on Heinz Investment Alex Behring Feb 10, 2026
“three times” Schwartz: Burger King memo projected 3x in five years, not platform M&A Daniel Schwartz Feb 10, 2026
“three X” George: 2009 Wall Street Consensus Underestimated Apple's 2013 Performance by 3x David George Dec 2, 2025 Supported
“three times” Wang: Chinese automakers launch new vehicles three times faster than Western peers Dan Wang Oct 16, 2025 Partly supported
“three times” Positive real rate regimes yield 40 compounder stocks, compared to 120 under ZIRP Henry Ellenbogen Dec 16, 2025
“three X” Liemandt: Gifted Students Learn 3x to 5x Faster in Two Hours Joe Liemandt Aug 26, 2025
“three X” Naimi: Indexing all 1,000 2008-2011 seed deals would return 3x from Uber Ramtin Naimi Jul 29, 2025
“three times” Bertolini: Oscar built the first new health insurance platform since 1972 Mark Bertolini Aug 19, 2025
“three X” Horing: Venture buyouts beat late-stage venture on risk-adjusted return Jeff Horing Sep 16, 2025
“two X” Nolan: Steep Venture Up-Rounds Are Often Underpriced Due to Anchoring Scott Nolan Apr 14, 2026
“two times” Sankar: Traditional defense primes have 9% margins and trade under 2x revenue Sham Sankar Mar 10, 2026 Supported
“two times” Sankar: Palantir holds bi-annual 'weeks of revolt' for rogue projects Sham Sankar Mar 10, 2026
“two X” Liemandt: Alpha tests fail to hit 2x learning in 2 hours for homeschoolers Joe Liemandt Aug 26, 2025
“two X” Liemandt: Alpha will launch a homeschool product delivering 2x learning next year Joe Liemandt Aug 26, 2025 Held up
“two X” Liemandt: Gifted Students Learn 3x to 5x Faster in Two Hours Joe Liemandt Aug 26, 2025
“two X” Losing TSMC Wouldn't Be Disastrous Because Intel Is Only 2x Behind Neil Movva Aug 25, 2026
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