The Numbers Museum

Every specific figure ever claimed on the show. 128 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
$18T “18 trillion dollars” $18 trillion worth of goods crosses global borders annually Josh Green Mar 3, 2014 Supported
$9T “nine trillion dollars” Masayoshi Son estimates superintelligence will require $9T in cumulative capex Matt Turck Nov 8, 2024 Supported
$8T “eight trillion dollars” Van Luijt: Harvard study values open-source software at $8 trillion Bob van Luijt Feb 15, 2024 Partly supported
$4T “four trillion dollars” Tim Hwang states state legislation impacts $4 trillion in US spending Tim Hwang Jan 16, 2014
$3.2T “3.2 trillion dollars” Jack Berkowitz says ADP moved $3.2 trillion in money transactions last year Jack Berkowitz Nov 17, 2022 Partly supported
$2T “Two trillion dollars” Patel: Annual global software wages total two trillion dollars Dylan Patel Feb 5, 2026
$2T “two trillion dollars” Google's Peter Norvig estimated strong AI is worth up to $2T annually Gary Marcus Jan 25, 2016
$1.4T “1.4 trillion dollars” Stripe processed $1.4 trillion in 2024, representing 1.3% of global GDP Emily Glassberg Sands Jul 10, 2025 Supported
$1.4T “1.4 trillion dollars” US residential real estate generates $100 billion in annual transaction fees Ian Wong Feb 3, 2017 Partly supported
$1.3T “a quarter trillion dollars” Breslow: US small business loan demand is roughly $250 billion Noah Breslow May 28, 2014
$1T “a trillion dollars” Gourley: Algorithms can briefly wipe $1 trillion from financial markets Sean Gourley Mar 20, 2014 Supported
$823B “eight hundred twenty three billion dollars” Half of the $2.8 trillion global crude imports travel by sea Ami Daniel Oct 16, 2014 Partly supported
$500B “five hundred billion dollars” Patel: Hyperscaler capex will reach roughly $500 billion this year Dylan Patel Feb 5, 2026 Open
$500B “five hundred billion dollars” Murchison: $500B spent annually on human-led customer service globally Mike Murchison Feb 13, 2025 Supported
$220B “two hundred twenty billion dollars” Evans: Big Tech data center spending will exceed $300B this year Benedict Evans May 22, 2025 Supported
$200B “two hundred billion dollars” A fake AP tweet about White House explosions wiped $200B Sean Gourley Mar 20, 2014 Partly supported
$100B “a hundred billion dollars” US residential real estate generates $100 billion in annual transaction fees Ian Wong Feb 3, 2017 Partly supported
$80B “eighty billion dollars” Tunguz: ~$80B will be invested in AI venture capital in 2024 Tomasz Tunguz May 16, 2024 Held up
$80B “eighty billion dollars” The U.S. federal government spends about $80 billion annually on IT Nick Sinai Oct 16, 2014 Supported
$70B “seventy billion dollars” Evans: Nvidia hit over $70B in trailing 12-month free cash flow Benedict Evans Mar 19, 2026 Supported
$55B “fifty five billion dollars” Merchants lose approximately $55 billion annually to chargebacks Emily Glassberg Sands Jul 10, 2025 Supported
$55B “fifty-five billion dollars” Tan: Google generates $55B annually due to its search data lead Jason Tan May 27, 2014 Supported
$50B “fifty billion dollars” A 1GW AI data center requires $50B CapEx and $8B-$11B annually Nathan Benaich Oct 30, 2025
$45B “forty-five billion dollars” Lonsdale: US government spends $45B annually gathering intelligence data Joe Lonsdale Dec 5, 2013 Partly supported
$45B “forty-five billion dollars” Balaban: Gigawatt AI clusters require up to $45B for servers alone Stephen Balaban Jun 18, 2026 Supported
$42B “forty two billion dollars” Stewart: Alipay amassed $42 billion in wallet assets in six months Jeff Stewart May 29, 2014 Supported
$40B “forty billion dollars” Private AI startups hold a $40B valuation against under $100M revenue Aman Kabeer Nov 8, 2024
$40B “forty billion dollars” Guo: Most of 2019's $40B security software spend remains on-premise Sarah Guo Sep 17, 2019 Partly supported
$40B “forty billion dollars” The U.S. federal government spends $140 billion annually on research and development Nick Sinai Oct 16, 2014 Partly supported
$30B “thirty billion dollars” Orad: $30 billion per year is spent on business intelligence Amir Orad Jan 25, 2016 Supported
$20B “twenty billion dollars” NVIDIA's sovereign AI business generates around $20 billion in revenue Nathan Benaich Oct 30, 2025 Supported
$20B “twenty billion dollars” Gutierrez: Credit card availability to non-prime market dropped by $120B James Gutierrez May 29, 2014 Supported
$20B “twenty billion dollars” Joe Lonsdale: $20B spent annually on wealth management technology Joe Lonsdale Dec 5, 2013
$20B “twenty billion dollars” Feldman: Cerebras sales were 10x higher than Groq's at acquisition Andrew Feldman Jul 23, 2026 Contradicted
$20B “twenty billion dollars” Feldman: Cerebras signed an OpenAI compute deal worth over $20 billion Andrew Feldman Jul 23, 2026
$15B “fifteen billion dollars” Balaban: Gigawatt AI clusters require up to $45B for servers alone Stephen Balaban Jun 18, 2026 Supported
$11B “eleven billion dollars” A 1GW AI data center requires $50B CapEx and $8B-$11B annually Nathan Benaich Oct 30, 2025
$10B “ten billion dollars” $1B to $10B foundation model training costs price out startups Tomasz Tunguz May 16, 2024
$10B “ten billion dollars” Google Cloud reached a $10B annual revenue run rate by early 2020 Amr Awadallah Feb 20, 2020 Supported
$10B “ten billion dollars” Guo: Greylock maintains a single fund rather than multi-billion opportunity vehicles Sarah Guo Sep 17, 2019
$9B “nine billion dollars” VAST Data reached a $9 billion valuation by consistently tripling growth Renen Hallak May 3, 2024 Supported
$7B “seven billion dollars” Cisco's predictive pipeline grew from $2 billion to $7 billion Amanda Kahlow May 23, 2016
$4B “four billion dollars” JPMorgan Chase and Citi each spend $2B to $4B annually on compliance Bradford Cross Sep 28, 2017 Partly supported
$3B “three billion dollars” Accenture reported $3B in annual generative AI consulting fees Matt Turck Nov 8, 2024 Partly supported
$3B “three billion dollars” XtremIO reached $3 billion in sales two years after EMC acquisition Renen Hallak May 3, 2024 Contradicted
$3B “three billion dollars” Balaban: Gigawatt AI clusters require up to $45B for servers alone Stephen Balaban Jun 18, 2026 Supported
$2B “two billion dollars” Kant: A 250MW AI data center costs roughly $8 billion to build Eiso Kant Nov 6, 2025
$2B “two billion dollars” Cisco's predictive pipeline grew from $2 billion to $7 billion Amanda Kahlow May 23, 2016
$1.5B “half a billion dollars” Kant: A 250MW AI data center costs roughly $8 billion to build Eiso Kant Nov 6, 2025
$1.5B “1.5 billion dollars” Moses cites 2022 revenues for BigQuery, Snowflake, and Databricks Barr Moses Apr 12, 2022 Partly supported
$1.5B “half a billion dollars” Neustar acquired MarketShare for $500 million in 2015 Satya Ramachandran Feb 21, 2016 Partly supported
$1.5B “half a billion dollars” Judicata raised $8 million from Peter Thiel and Khosla Ventures Itai Gurari Jan 16, 2014
$1.2B “1.2 billion dollars” ZoomInfo reported $1.2B annualized revenue and 28% operating margin in Q2 2024 Matt Turck Sep 19, 2024 Supported
$1B “a billion dollars” Safe Superintelligence raised a $1B seed round pre-product Aman Kabeer Nov 8, 2024 Supported
$1B “a billion dollars” $1B to $10B foundation model training costs price out startups Tomasz Tunguz May 16, 2024
$1B “a billion dollars” VAST Data has sold over $1 billion worth of software Renen Hallak May 3, 2024
$1B “a billion dollars” Moses cites 2022 revenues for BigQuery, Snowflake, and Databricks Barr Moses Apr 12, 2022 Partly supported
$1B “a billion dollars” Johnson: $1 billion will flow into satellite infrastructure over coming years Mark Johnson Mar 2, 2018 Held up
$1B “a billion dollars” OnDeck has loaned over $1 billion to US small businesses Noah Breslow May 28, 2014 Supported
$1B “a billion dollars” Bloomberg acquired BNA for approximately $1 billion Itai Gurari Jan 16, 2014 Supported
$1B “a billion dollars” Balaban: Lambda alumni startup Positron is valued over $1B Stephen Balaban Jun 18, 2026 Supported
$1B “a billion dollars” Balaban: AI agentic workflows without clear automated feedback are overhyped Stephen Balaban Jun 18, 2026
$740M “seven hundred forty million dollars” Intel acquired an 18 percent equity stake in Cloudera for $740 million Mike Olson Dec 18, 2014 Supported
$700M “seven hundred million dollars” MongoDB grew from $30M to $700M run rate under Dev Ittycheria Dev Ittycheria Apr 27, 2021
$700M “seven hundred million dollars” Cloudera reached a $700M annual revenue run rate by late 2019 Amr Awadallah Feb 20, 2020 Supported
$500M “five hundred million dollars” Walsher: Cursor announced reaching $500M in ARR David Walsher Jul 3, 2025
$500M “five hundred million dollars” Lonsdale: Palantir won a $100M contract replacing a $500M banking system Joe Lonsdale Dec 5, 2013
$400M “Four hundred million dollars” Walsher: GitHub Copilot reached $400M ARR and 15M developers David Walsher Jul 3, 2025
$400M “four hundred million dollars” Vertica was acquired for approximately $400 million Chris Lynch Jun 26, 2014 Partly supported
$400M “four hundred million dollars” New York City mortgage fraud totals roughly $400 million annually Mike Flowers Dec 5, 2013 Not publicly verifiable
$300M “three hundred million dollars” Ramaswamy: Neeva reached a $300M valuation on under $1M revenue Sridhar Ramaswamy Apr 10, 2025
$300M “three hundred million dollars” Firms spent $300M on fiber cables cutting NY-London latency by 5ms Sean Gourley Mar 20, 2014 Supported
$250M “two hundred fifty million dollars” AppNexus has raised around $250 million in venture capital Michael Rubenstein Nov 20, 2014
$250M “two hundred fifty million dollars” The Bureau of Labor Statistics spends $250M annually collecting price data Joe Reisinger Jan 16, 2014 Contradicted
$200M “two hundred million dollars” Canva established a $200 million fund to compensate AI training contributors Brendan Humphreys Jun 20, 2025 Supported
$100M “hundred million dollars” Douglas: Google LLM inference stack saved hundreds of millions in months Sholto Douglas Oct 2, 2025
$100M “a hundred million dollars” Walsher: Windsurf recently reached $100M in ARR David Walsher Jul 3, 2025
$100M “a hundred million dollars” Walsher: Replit grew ARR from $10M to $100M in six months David Walsher Jul 3, 2025
$100M “a hundred million dollars” Sigma Computing grew from $2M to $100M ARR in 3.5 years Mike Palmer May 1, 2025
$100M “a hundred million dollars” Ramaswamy: Five nines availability in Google search ads was worth $100M Sridhar Ramaswamy Apr 10, 2025
$100M “a hundred million dollars” Private AI startups hold a $40B valuation against under $100M revenue Aman Kabeer Nov 8, 2024
$100M “a hundred million dollars” Alex Rinke: Hiring a large sales force is not a GTM strategy Alex Rinke Feb 8, 2024
$100M “a hundred million dollars” Craib: Numerai charges institutional investors standard 2 and 20 fees Richard Craib Jan 31, 2022
$100M “a hundred million dollars” Tray.io had raised over $100 million in funding by October 2019 Rich Waldron Oct 22, 2019 Supported
$100M “hundred million dollars” Cloud incumbents struggle against open-source startups under $100M revenue Martin Casado Mar 19, 2019
$100M “a hundred million dollars” Enigma recently raised just under $100 million in funding Hicham Oudghiri Dec 5, 2018
$100M “hundred million dollars” Product-market fit requires an unmet need that can sustain $50M+ revenue Tasso Argyros Mar 3, 2014
$100M “a hundred million dollars” Lonsdale: Palantir won a $100M contract replacing a $500M banking system Joe Lonsdale Dec 5, 2013
$80M “eighty million dollars” Ancestry generated $480 million in 2012 revenue across eight countries Scott Sorensen Jan 16, 2014 Partly supported
$60M “sixty million dollars” Patel: SemiAnalysis runs InferenceMax benchmark on $60M of donated GPUs Dylan Patel Feb 5, 2026
$60M “sixty million dollars” Walsher: Lovable reached $60M ARR in two quarters David Walsher Jul 3, 2025
$60M “sixty million dollars” Bob Moore sold his startup Stitch Data to Talend for $60M Bob Moore Dec 5, 2018
$60M “sixty million dollars” IBM Watson's $60M MD Anderson oncology project was a complete failure Stan Christiaens Jul 13, 2017 Supported
$54M “fifty-four million dollars” Gourley: Primer has raised $54M to date, led by Lux Capital Sean Gourley Mar 19, 2019 Supported
$50M “fifty million dollars” Podjarny: Snyk raised roughly $350M over 12 to 18 months Guy Podjarny Feb 17, 2021 Supported
$50M “fifty million dollars” Ryan Smith: Qualtrics hit $50M revenue and $30M cash flow before raising capital Ryan Smith Apr 2, 2015
$45M “forty-five million dollars” Deepset announced a Balderton-led Series B, reaching $45 million total funding Matt Turck Sep 6, 2023 Partly supported
$40M “forty million dollars” Gourley: Knight Capital lost $440M in 45 minutes from a rogue algorithm Sean Gourley Mar 20, 2014 Supported
$38M “thirty eight million dollars” Flatiron raised $138M from Google, its largest healthcare deal Zach Weinberg Feb 18, 2015 Partly supported
$34M “thirty four million dollars” Independent AI safety organizations spend an average of $134 million annually Nathan Benaich Oct 30, 2025
$30M “thirty million dollars” Ryan Smith: Qualtrics hit $50M revenue and $30M cash flow before raising capital Ryan Smith Apr 2, 2015
$23M “twenty three million dollars” RJMetrics raised $23M across Seed, Series A, and Series B rounds Bob Moore Dec 5, 2018
$20M “twenty million dollars” Delangue: Hugging Face raised over $20M from Lux, Betaworks, and Kevin Durant Clement Delangue Jan 22, 2020
$15M “fifteen million dollars” Better identified $1.5M in savings on $15M of annual vendor spend Howard Katzenberg Nov 29, 2023
$15M “fifteen million dollars” Craib: Numerai currently has over $15 million in crypto staked Richard Craib Jan 31, 2022 Supported
$10M “ten million dollars” Craib: Numerai paid $10 million to data scientists in 2021 Richard Craib Jan 31, 2022 Supported
$10M “ten million dollars” Early AI startups with under $5M in funding hire 50 data labelers Ash Fontana Nov 20, 2017
$8M “eight million dollars” Judicata raised $8 million from Peter Thiel and Khosla Ventures Itai Gurari Jan 16, 2014
$5M “five million dollars” Early AI startups with under $5M in funding hire 50 data labelers Ash Fontana Nov 20, 2017
$4M “four million dollars” Legacy compliance review for a healthcare client would have cost $4 million Apoorv Agarwal May 13, 2019
$3M “three million dollars” Balaban: Gigawatt AI clusters require up to $45B for servers alone Stephen Balaban Jun 18, 2026 Supported
$2.5M “2.5 million dollars” A round-trip oil tanker voyage to Indonesia costs $2.5 million Ami Daniel Oct 16, 2014
$2M “two million dollars” Pluralsight's top author earned over $2M in royalties in 2015 Aaron Skonnard Feb 21, 2016
$2M “Two million dollars” Orad: VCs rejected Sisense, leading a founder's father to invest $2M Amir Orad Jan 25, 2016
$1.7M “1.7 million dollars” 6sense intent data generated a $1.7 million Anheuser-Busch deal for Xactly Amanda Kahlow May 23, 2016
$1.5M “half a million dollars” Average corporate AI spend hits $500,000 and will reach $1M Nathan Benaich Oct 30, 2025 Held up
$1.5M “a half million dollars” Algorithmia has raised about $13.5M with a team of 24 people Diego Oppenheimer Mar 2, 2018
$1.5M “a half million dollars” Wilson: USV invested $2.5M in Indeed before its $1.4B acquisition Fred Wilson Dec 19, 2013 Partly supported
$1M “a million dollars” Average corporate AI spend hits $500,000 and will reach $1M Nathan Benaich Oct 30, 2025 Held up
$1M “a million dollars” BigID generated nearly $1 million from its SmallID product since September 2022 Dimitri Sirota Jan 30, 2023
$1M “a million dollars” Craib: Numerai spends over $1M per year buying data Richard Craib Jan 31, 2022
$1M “a million dollars” Craib: Some individual Numerai contributors have earned over $1 million Richard Craib Jan 31, 2022 Not publicly verifiable
$1M “a million dollars” Elsamadisi: WeWork's 45-person data team spent over $1M with little impact Ahmed Elsamadisi Nov 13, 2019
$1M “a million dollars” Uretsky: DigitalOcean's largest customer accounts spend over $1 million annually Ben Uretsky Mar 19, 2019 Not publicly verifiable
$1M “a million dollars” Breslow: OnDeck's typical customers average 10 years in business and $1M revenue Noah Breslow May 28, 2014
$1K “a thousand dollars” Kaganovich: Human genome sequencing costs plummeted from $3 billion to $1,000 Mark Kaganovich Feb 18, 2015 Partly supported
$1K “a thousand dollars” Orad: Sisense processed 10TB of data in 10s on a $1k server Amir Orad Jan 25, 2016 Partly supported
$1K “a thousand dollars” Levie: A single coding agent task can consume $1,000 in compute Aaron Levie May 28, 2026
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