The Numbers Museum

Every specific figure ever claimed on the show. 147 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
5,000× “5000 times” Kramer: Hardcoding websites or using marketing-inaccessible CMS is a huge problem Emily Kramer Sep 11, 2022
3,000× “3000 times” Sharma: Instacart's catalog manages 1B items updating 3,000 times per minute Asha Sharma Aug 28, 2025 Partly supported
100× “hundred times” Singhal: Product iteration will jump 10x to 100x as costs drop Nikhyl Singhal Apr 19, 2026
100× “hundred times” Andreessen: Programmers will become 10x to 1,000x more productive with AI Marc Andreessen Jan 29, 2026
100× “hundred times” Foody: Software development has virtually unlimited elastic demand Brendan Foody Sep 18, 2025
100× “hundred times” Foody: Some Fortune 500s fear evaluating AI automation in their businesses Brendan Foody Sep 18, 2025
100× “hundred X” Shlomo: LLMs will turn 10x engineers into 100x engineers, beating VC funding Maor Shlomo Jul 6, 2025
100× “hundred X” Qureshi: Palantir could 100x again due to proprietary data foundations for AI Nabeel S. Qureshi May 11, 2025
100× “hundred x” Weil: GPT-4o mini is 100x cheaper via API than GPT-3.5 Kevin Weil Apr 10, 2025 Supported
100× “hundred times” Clowes: 10x product managers produce 100x return via leverage Shaun Clowes Dec 29, 2024
100× “hundred times” Nubank uniquely launched with high-risk credit instead of standard deposit accounts Jag Duggal May 16, 2024 Supported
100× “hundred times” Shah: At HubSpot's founding, Intuit was the only multi-billion dollar SMB software Dharmesh Shah Apr 4, 2024
100× “hundred X” Caldwell: Razorpay looked like a tiny TAM before Indian card usage exploded Dalton Caldwell Apr 18, 2024
100× “hundred times” Grab raised $250M while Gojek had only $2M six months post-launch Kevin Aluwi Mar 26, 2023 Supported
100× “100 x” Retool's CEO circulates an annual 'Crazy Ideas' document for 10x bets Eeke de Milliano Feb 2, 2023
100× “hundred X” Doshi: Ambitious PMs Mistakenly Treat Overhead Tasks Like Leverage Tasks Shreyas Doshi Dec 29, 2022
100× “hundred X” Doshi: Work divides into Leverage (10x-100x), Neutral (1x), and Overhead (<1x) tasks Shreyas Doshi Aug 25, 2022
95× “95 times” Lemkin: Founders must personally close their first 10 customers 95% of the time Jason Lemkin Feb 18, 2024
85× “85 times” Maples: Floodgate made 85x on Twitch despite forgetting they owned shares Mike Maples, Jr. Jul 7, 2024
50× “50 times” Rachitsky iterates on each newsletter post approximately 50 times before editorial review Lenny Rachitsky Mar 12, 2026
50× “50 times” Rachitsky: More YC founders come from Palantir than from Google Lenny Rachitsky May 11, 2025 Contradicted
50× “50 times” Bier: Relying on manual username exchange for friending is unrealistic Nikita Bier Aug 25, 2024
50× “50 times” Ries: IMVU shipped product 50 times a day on average Eric Ries Oct 29, 2023
45× “45 times” Graham: Leaders must repeat roles and expectations dozens of times Molly Graham Jan 4, 2026
43× “43 X” Rauch: Ramp handled 43x traffic spike with 100% uptime on Vercel Guillermo Rauch Apr 13, 2025 Supported
40× “40 X” Li: Virtual production directors reported Marble reduced production time by 40x Dr. Fei-Fei Li Nov 16, 2025
40× “40 X” OpenAI ChatGPT Enterprise lead volume grew 40x overnight upon launch Krithika Shankarraman May 25, 2025
40× “40 X” Zlokazov: Revolut can easily become a trillion-dollar company Dmitry Zlokazov May 15, 2025
40× “40 X” Henrickson: Coinbase usage grew 40x over the course of 2017 Jeremy Henrickson Jun 4, 2023 Supported
37× “37 times” Vohra: Superhuman users average 37 'Write with AI' uses per week Rahul Vohra Mar 23, 2025
30× “30 times” Uber had 30 times Lyft's revenue and headcount around 2014 Benjamin Lauzier Sep 29, 2024 Partly supported
20× “20 X” Codex usage grew 20x since August, serving trillions of weekly tokens Alexander Embirikos Dec 14, 2025
20× “20 times” Komoroske: I talk to Claude daily and cannot work without it Alex Komoroske Oct 3, 2024
17× “17 times” Johnson: Failing to set operating frameworks early forces costly organizational teardowns Claire Hughes Johnson Mar 5, 2023
16× “16 times” Campbell: SaaS startups face 16x more competitors than a decade ago Patrick Campbell Feb 19, 2023 Supported
15× “15 X” Abel: Enterprise clients demand 15x value to justify a 10x contract increase Jen Abel Nov 9, 2025
15× “15 X” Mohan: Codeium's engineering pass rate is under 0.6% post-take-home Varun Mohan Apr 20, 2025
12× “12 times” Tailoring sample app data builds customer trust and connection Zoelle Egner Jan 29, 2023
10× “10 X” Ward: A 10x individual performer cannot exist on a bad team Adam Ward Aug 9, 2026
10× “10 times” Verrilli spends 10x more time in data, talks less to data scientists Tom Verrilli Aug 2, 2026
10× “10 X” Anthropic revenue grew from $100M in 2023 to roughly $10B in 2025 Amol Avasare Apr 5, 2026 Supported
10× “10 times” Andreessen: Programmers will become 10x to 1,000x more productive with AI Marc Andreessen Jan 29, 2026
10× “10 X” Lemkin: SaaStr fund invested almost $200M with ~10x lifetime return Jason Lemkin Jan 1, 2026
10× “10 times” Influencer marketing drives 10x more volume for Lovable than paid social Elena Verna Dec 18, 2025
10× “10 X” Codex usage grew 20x since August, serving trillions of weekly tokens Alexander Embirikos Dec 14, 2025
10× “10 X” Abel: Enterprise clients demand 15x value to justify a 10x contract increase Jen Abel Nov 9, 2025
10× “10 X” Foody: Efficient post-training datasets, not 10x pre-training, drive AI progress Brendan Foody Sep 18, 2025
10× “10 X” Balfour: ChatGPT has at least 10x the monthly active users of Claude Brian Balfour Aug 17, 2025 Supported
10× “10 X” Zeratsky: AI solutions must be 10x cheaper to offset lower initial quality John Zeratsky Jul 13, 2025
10× “10 X” Mann: AI industry has seen 10x cost reduction for given intelligence Ben Mann Jul 20, 2025 Supported
10× “10 X” Ramanujam: Labor budgets are 10x larger than software budgets Madhavan Ramanujam Jul 27, 2025 Supported
10× “10 X” Shlomo: LLMs will turn 10x engineers into 100x engineers, beating VC funding Maor Shlomo Jul 6, 2025
10× “10 x” The highest-leverage business problems are almost always related to growth or compliance Mayur Kamat May 22, 2025
10× “10 X” Qureshi: Cost of forward deployed engineering has dropped 5x to 10x Nabeel S. Qureshi May 11, 2025
10× “10 times” Wu: 10x engineering speed will yield over 10x more code Scott Wu May 4, 2025
10× “10 X” Zlokazov: Revolut can easily become a trillion-dollar company Dmitry Zlokazov May 15, 2025
10× “10 x” Mullenweg: WordPress powers over 40% of websites, ten times second-place Shopify Matt Mullenweg Mar 2, 2025 Supported
10× “10 times” Clowes: 10x product managers produce 100x return via leverage Shaun Clowes Dec 29, 2024
10× “10 times” Clowes: Glean is 10x better than prior enterprise search tools Shaun Clowes Dec 29, 2024
10× “10 X” Raviv: Being a 10x PM is becoming table stakes due to AI Tal Raviv Sep 22, 2024
10× “10 X” Raviv: Every tech company's market win boils down to two key departments Tal Raviv Sep 22, 2024
10× “10 X” Raviv: Product is usually not the primary growth lever at tech companies Tal Raviv Sep 22, 2024
10× “10 times” Schwartz: Keyword Research Tools Often Misfire on Actual Search Volumes by 10x Eli Schwartz Sep 19, 2024
10× “10 times” Dixon: Effective sales involves revealing unseen customer risks tied to unique solutions Matt Dixon May 30, 2024
10× “10 times” Nubank uniquely launched with high-risk credit instead of standard deposit accounts Jag Duggal May 16, 2024 Supported
10× “10 X” Moore: Visionary buyers only require a 10x core capability, not complete software Geoffrey Moore Jan 25, 2024
10× “10 times” Conrad: Casual CEO feedback unintentionally derails employee priorities Tom Conrad Nov 26, 2023
10× “10 x” Chesky: Forcing 10x scale unlocks problem solving via first-principles thinking Brian Chesky Nov 12, 2023
10× “10 times” Prohovnik rehearses presentations at least 10 times after finalizing notes Maya Prohovnik Sep 28, 2023
10× “10 X” Lochhead: VCs will waste $500B on copycat AI startups over five years Christopher Lochhead Sep 17, 2023
10× “10 times” Wise needed an 8x to 10x price advantage to trigger organic advocacy Nilan Peiris Sep 24, 2023
10× “10 X” Building 10x better products requires avoiding existing third-party infrastructure Nilan Peiris Sep 24, 2023
10× “10 X” Sri Batchu: Companies must reward 10x operators with 10x compensation Sri Batchu Jun 25, 2023
10× “10 x” Focusing a product on one core action multiplies user velocity Scott Belsky May 18, 2023
10× “10 X” Creative professionals will not be replaced by generative AI Scott Belsky May 18, 2023
10× “10 times” Consistent ad templates made Oracle much more recognizable than SAP or IBM Carilu Dietrich Apr 30, 2023
10× “10 times” Ten-x speed comes from scoping and architecture, not working faster Varun Parmar Apr 20, 2023
10× “10 X” Yandell: Domain experts are unlikely to deliver 10x breakthrough outcomes Keith Yandell Feb 9, 2023
10× “10 X” Iyengar: Cutting mild product successes is 10x more painful than expected Vijay Iyengar Jan 26, 2023
10× “10 X” Doshi: Ambitious PMs Mistakenly Treat Overhead Tasks Like Leverage Tasks Shreyas Doshi Dec 29, 2022
10× “10 X” Founders need a 15% to 25% win rate before hiring reps Pete Kazanjy Dec 15, 2022
10× “10 X” Smith: Aggregate topic search volume is at least 10x single keywords Ethan Smith Dec 1, 2022
10× “10 X” Hockenmaier: Thumbtack grew more than 10x during his three-year tenure Dan Hockenmaier Oct 9, 2022
10× “10 X” Doshi: Work divides into Leverage (10x-100x), Neutral (1x), and Overhead (<1x) tasks Shreyas Doshi Aug 25, 2022
10× “10 times” Perri: Athenahealth had 350 PMs repeatedly interviewing the exact same clients Melissa Perri Jul 28, 2022
“nine times” Chip Conley flatlined nine times in 90 minutes from an allergic reaction Chip Conley Aug 3, 2025
“nine times” Abel: Prospects who refuse to schedule follow-ups on calls are usually uninterested Jen Abel Nov 24, 2024
“nine times” Duggal: Customer Research Patterns Emerge by the Fifth Direct Phone Call Jag Duggal May 16, 2024
“nine times” Robin: Ask 'what did you hear me say?' to repair misunderstandings Carole Robin Apr 25, 2024
“nine times” Robin: Immediate advice usually targets the wrong underlying issue Carole Robin Apr 25, 2024
“nine times” Moesta: Understanding context reveals why seemingly irrational user behavior is rational Bob Moesta Aug 24, 2023
“nine times” Moesta: Most products fail because creators make trade-offs customers reject Bob Moesta Aug 24, 2023
“eight times” Anthropic engineers ship 8x more code compared to 2021-2025 baseline Lenny Rachitsky Jun 21, 2026 Supported
“six times” Japanese Twitter users tweeted 6x more often than Western users Tom Verrilli Aug 2, 2026
“six times” Ries: Foundation-owned companies are 6x more likely to reach age 50 Eric Ries May 10, 2026 Partly supported
“six times” Lessin: Greet people with 'nice to see you' to prevent awkward repeat introductions Sam Lessin Jan 15, 2026
“six X” Smith: Webflow LLM traffic converts 6x higher than Google search Ethan Smith Sep 14, 2025
“six times” Rachitsky: Procurement platform Zip pivoted six times before landing on its idea Lenny Rachitsky Feb 16, 2025 Supported
“five times” Kalinowski: Hardware teams only get to compile four or five times Caitlin Kalinowski May 17, 2026
“five times” Willison: Human-in-the-loop AI safety requires filtering requests to high-risk actions only Simon Willison Apr 2, 2026
“five times” Warwick: Candidates lose logical negotiations against companies due to information asymmetry Jacob Warwick Mar 15, 2026
“five X” LinkedIn influencer conversion rates are 4x to 5x higher than other platforms Grant Lee Nov 13, 2025
“five times” Wilkinson: Pivoting to SF startups yielded 5x higher rates for web design Andrew Wilkinson Jul 3, 2025
“five times” Levine: Diluted all shareholders during cash crises to give staff 5x equity Uri Levine Feb 16, 2025
“five times” Wiz's themed RSA conference booth 5xed year-over-year foot traffic Raaz Herzberg Nov 17, 2024
“five times” Instacart orders are 90% repeat items after a user's fifth purchase Bangaly Kaba May 26, 2024
“five times” Lemkin: Sales reps must generate 3x to 5x their total compensation Jason Lemkin Feb 18, 2024
“five times” GoodUI.org tracks roughly 140 crowdsourced experiment patterns and win rates Ronny Kohavi Jul 27, 2023 Supported
“five X” Founders need a 15% to 25% win rate before hiring reps Pete Kazanjy Dec 15, 2022
“five X” Mansuri: A SaaS sales rep's quota is typically five times their OTE Sahil Mansuri Dec 4, 2022 Supported
“five times” Orosz: Solo newsletters cannot achieve traditional exits without building an organization Gergely Orosz Nov 17, 2022
“five X” McAllister: PMs who prioritize well generate 5x the impact Ian McAllister Nov 20, 2022
“five X” Hoover: In VC, one winner can return 3-5x all other investments combined Ryan Hoover Aug 7, 2022
“four times” Abel: Legal is the largest budget line item in enterprise organizations Jen Abel Aug 23, 2026 Contradicted
“four times” Rachitsky is reducing the publication frequency of his newsletter and podcast Lenny Rachitsky Nov 23, 2025
“four X” LinkedIn influencer conversion rates are 4x to 5x higher than other platforms Grant Lee Nov 13, 2025
“four times” Vohra: Superhuman AI-written emails grew fourfold in 2024 Rahul Vohra Mar 23, 2025
“four times” Lachs: DoorDash employees must do deliveries or support four times yearly Jessica Lachs Jul 14, 2024 Supported
“four times” Caldwell: Airbnb founders' decision to keep going was purely irrational Dalton Caldwell Apr 18, 2024
“four X” Lemkin: Sales reps must generate 3x to 5x their total compensation Jason Lemkin Feb 18, 2024
“four times” Afferent Neurons Outnumber Efferent Neurons Four to One Jonny Miller Jan 28, 2024 Supported
“four X” Moesta: Staging demos cut Autobooks' sales cycle in half and 4x'd conversions Bob Moesta Aug 24, 2023
“four times” Yandell: DoorDash requires all employees to make deliveries quarterly Keith Yandell Feb 9, 2023 Supported
“four X” Timen: Onboarding improvements can 2x to 4x activation for early-stage startups Yuriy Timen Sep 1, 2022
“three times” Abel: Enterprise sales reps should delay pricing conversations until post-demo Jen Abel Aug 23, 2026
“three times” Segal: AI impacts job sentiment three times more than manager effectiveness Noam Segal Jul 12, 2026 Supported
“three X” Zlokazov: Revolut can easily become a trillion-dollar company Dmitry Zlokazov May 15, 2025
“three times” Shopify's Delete Code Club removes over one million lines during hack days Farhan Thawar Dec 19, 2024
“three times” Yien: Delayed Square for Restaurants launch three times to ensure product quality Kevin Yien Aug 18, 2024
“three times” Tal Raviv was warned by executives three times that he faced firing Tal Raviv Sep 22, 2024
“three times” Davis: LinkedIn ads cost roughly three times more than other channels Timothy Davis Jul 28, 2024 Supported
“three X” Lemkin: Sales reps must generate 3x to 5x their total compensation Jason Lemkin Feb 18, 2024
“three times” Moore: Venture capital's core purpose is changing a startup's valuation state Geoffrey Moore Jan 25, 2024
“three times” Eyal: Studies show tasks take three times longer than people estimate Nir Eyal Dec 29, 2023 Contradicted
“three times” Carr: Single-threaded leadership shifts executive focus from roadmap refereeing to resource allocation Bill Carr Nov 2, 2023
“three X” Udezue: 2x-3x workflow compression identifies a sharp problem for founders Oji Udezue Sep 14, 2023
“three times” Söderström: Spotify abandoned 7-person agile squads for 14-engineer teams Gustav Söderström May 21, 2023
“three times” Dietrich: Atlassian Spent 2x-3x More on R&D Than Benchmark SaaS Peers Carilu Dietrich Apr 30, 2023
“three times” Verna: Exposing SurveyMonkey users to three paid triggers boosted conversions Elena Verna Apr 23, 2023
“three X” DoorDash 2x to 3x'd headcount yearly for most of Yandell's tenure Keith Yandell Feb 9, 2023 Supported
“three times” Mehta: Sending a Super Like on Tinder triples the probability of matching Ravi Mehta Jan 19, 2023 Supported
“two X” Turley: AI features that do not scale with model intelligence should not ship Nick Turley Aug 9, 2025
“two x” Mann: Global AI capex is on track to reach trillions Ben Mann Jul 20, 2025 Held up
“two times” Gerber: RFPs weed out the best PR agencies by demanding free work Emilie Gerber Mar 21, 2024
“two X” Udezue: 2x-3x workflow compression identifies a sharp problem for founders Oji Udezue Sep 14, 2023
“two times” Severe burnout caused Andy Johns a heart scare and shattered teeth Andy Johns Sep 10, 2023
“two times” Dietrich: Atlassian Spent 2x-3x More on R&D Than Benchmark SaaS Peers Carilu Dietrich Apr 30, 2023
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