The Numbers Museum

Every specific figure ever claimed on the show. 182 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
400% “400%” Habib: Writer has the potential to become a 400 percent NRR company May Habib Feb 29, 2024
209% “209%” Habib: Writer achieves 209 percent Net Retention Rate May Habib Feb 29, 2024
200% “200%” Asthana: Postman's recurring revenue grew 200% initially, then 100% annually Abhinav Asthana Aug 28, 2025
125% “125%” Copplestone: Support outreach boosts Supabase account usage growth to 125% QoQ Paul Copplestone Jun 25, 2026
100% “hundred percent” Sager: Plaid kept Visa acquisition deal team intentionally small Eric Sager Jul 16, 2026
100% “hundred percent” Sager: Plaid intentionally avoids running at 100% capacity to preserve agility Eric Sager Jul 16, 2026
100% “hundred percent” Noronha: Presentation Prosumer Products Cannot Achieve Over 100% NRR Jon Noronha Jul 24, 2026
100% “hundred percent” Moreno: Windsurf Decided to Route 100% of Revenue Through Partners Graham Moreno May 21, 2026
100% “hundred percent” Varanasi: Meter lost 100% of customer office activity starting March 12, 2020 Anil Varanasi Dec 10, 2025
100% “hundred percent” ClassDojo has never spent a single dollar on paid user acquisition Sam Chaudhary Sep 3, 2025
100% “hundred percent” Kanter: Founder anti-VC bias stems from confusing ownership with control Zack Kanter Nov 6, 2025
100% “hundred percent” Asthana: Postman's recurring revenue grew 200% initially, then 100% annually Abhinav Asthana Aug 28, 2025
100% “hundred percent” Taking a product from 95% to 100% quality is exceptionally challenging Ankur Goyal Jul 24, 2025
100% “hundred percent” Milliano: Founders must lend social capital to onboard new executives Eeke de Milliano Mar 6, 2025
100% “hundred percent” Busque: 100% of Guideline's 401(k) plans require automatic enrollment Kevin Busque Feb 20, 2025
100% “hundred percent” Moore: RJMetrics growth plummeted from 100% to 10% amid high churn Bob Moore Sep 19, 2024
100% “hundred percent” Gupta: Companies building a second product should dedicate 100% GTM resources early Anneka Gupta Oct 10, 2024
100% “hundred percent” Every Unblocked user first asks questions they already know to test it Dennis Pilarinos Mar 21, 2024
100% “hundred percent” Blank: Initial customer discovery via Zoom is a 20x force multiplier Steve Blank Dec 21, 2023
100% “hundred percent” Weiss: Product taste is not innate and can be 100% learned Noah Desai Weiss Jul 13, 2023
100% “hundred percent” AI models will likely never reach total accuracy for subjective feedback categorization Ryan Glasgow Sep 7, 2023
99.9% “99.9%” Copplestone: Building in SF is the right approach for 99.9% of startups Paul Copplestone Jun 25, 2026
99.9% “99.9%” Winters: Restaurant kitchens are underutilized fixed assets constrained only by seating Casey Winters May 30, 2024
99% “99%” Kanter: Half of B2B deals that seem 99% likely to close fail Zack Kanter Nov 6, 2025
99% “99%” Taking a product from 95% to 100% quality is exceptionally challenging Ankur Goyal Jul 24, 2025
98% “98%” MacInnis: 98% of coaching is vapid blood sucking by poor operators Matt MacInnis Apr 25, 2024
98% “98%” Blank: Ballmer collapsed Microsoft OS share by missing mobile and search Steve Blank Dec 21, 2023
97% “97%” Xero's AI bank reconciliation hits 97% accuracy, saving businesses 22 hours monthly Diya Jolly Apr 30, 2026
95% “95%” Xero's AI financial chatbot hits 95% accuracy on scenario and advice queries Diya Jolly Apr 30, 2026
95% “95%” Taking a product from 95% to 100% quality is exceptionally challenging Ankur Goyal Jul 24, 2025
95% “95%” Lerner: 95% of PayPal's Growth Came From Just Five Initiatives Matt Lerner Sep 26, 2024
95% “95%” Weiss: Slack's PLG Team Launches 95% of Features as Experiments Noah Desai Weiss Jul 13, 2023
92% “92%” Payne: 92% of eBay sales went through search in 2009 Christopher Payne Apr 17, 2026
92% “92%” Busque: 92% of Guideline participants accept automated portfolio recommendations Kevin Busque Feb 20, 2025
92% “92%” Busque: 92% of Guideline customers are on integrated payroll platforms Kevin Busque Feb 20, 2025
90% “90%” Noronha: Presentation creators reported spending 90% of time formatting slides Jon Noronha Jul 24, 2026
90% “90%” Payne: Leaders must ring-fence 10% of resources to protect new initiatives Christopher Payne Apr 17, 2026
90% “90%” Epling: Engineering teams should target hitting 90% of dates to avoid sandbagging Jeremy Epling Mar 19, 2026
90% “90%” Varanasi: 90% of networking equipment is sold through channel partners Anil Varanasi Dec 10, 2025 Supported
90% “90%” London: Polite customer feedback provides zero signal compared to extreme reactions Tomer London Jul 1, 2025
90% “90%” Magnuson: 85% to 90% of mobile SaaS in 2012-2015 targeted gaming Bill Magnuson Feb 6, 2025
90% “90%” Startups must find the 10% of work yielding 90% of results Matt Lerner Sep 26, 2024
90% “90%” Zima: $25k ACV, 90% margin software startups can afford high-touch support Colin Zima Oct 12, 2023
90% “90%” High decision velocity with 60% accuracy massively outperforms slow perfectionism Jack Altman Jul 6, 2023
85% “85%” Weiss: 85% of Slack Enterprise Deals at IPO Originated from Self-Service Noah Desai Weiss Jul 13, 2023 Not publicly verifiable
80% “80%” Sager: Plaid pairs 80%-knowledge vertical sales quarterbacks with horizontal product specialists Eric Sager Jul 16, 2026
80% “80%” Kreps: CEOs must learn ~80% of what functional executives know Jay Kreps Mar 26, 2026
80% “80%” Kanter: Most buyers won't pay more for software beyond 80% quality Zack Kanter Nov 6, 2025
80% “80%” Reducto refused equation parsing requests to focus on higher-value table parsing Adit Abraham Apr 29, 2025
80% “80%” De Milliano: 80% of executive hiring success comes from pre-interview introspection Eeke de Milliano Mar 6, 2025
80% “80%” Gupta: New enterprise products only need one killer differentiating feature to sell Anneka Gupta Oct 10, 2024
80% “80%” Over 80% of the S&P 500 has turned over in 30 years Adam Nash Apr 4, 2024 Supported
80% “80%” Adding donation presets in multiples of 18 increased median Jewish donations 80% Adam Nash Apr 4, 2024 Supported
80% “80%” Strategic roadmaps should be 80% vision-led; tactical roadmaps should be 80% customer-led Eilon Reshef Mar 28, 2024
80% “80%” Reshef: Winning competitive deals is much harder than satisfying design partners Eilon Reshef Mar 28, 2024
80% “80%” Oliver Jay: Enterprise product feedback is ~80% field-driven, unlike PLG aggregate data Oliver Jay Jan 4, 2024
80% “80%” Eighty percent of early tech unicorns were built on Asana Oliver Jay Jan 4, 2024
80% “80%” Software category leaders eventually capture 70% to 80% of market share Oliver Jay Jan 4, 2024
76% “76%” Busque: 76% of US investors first learn to invest via 401(k)s Kevin Busque Feb 20, 2025 Supported
75% “75%” Reshef: 66% to 75% of Gong Engage buyers are cross-sold customers Eilon Reshef Mar 28, 2024
75% “75%” Weiss: Slack leans 75% on data for small features, 75% on taste for big bets Noah Desai Weiss Jul 13, 2023
75% “75%” Seshan: Stripe core payments took around 75% of engineering bandwidth Tara Seshan Jun 22, 2023
71% “71%” Engineering teams should spend 71% on structured work and 29% exploring Michael Lopp Jan 25, 2024
70% “70%” Hirshberg: 70% of Artemis customers fully replace legacy security solutions Shachar Hirshberg Apr 21, 2026
70% “70%” Chaudhary: 70% of education spending goes to personnel, leaving little for tech Sam Chaudhary Sep 3, 2025 Supported
70% “70%” Busque: 65% to 70% of 401(k) participants don't know they pay fees Kevin Busque Feb 20, 2025 Supported
70% “70%” Bob Moesta boosted housing sales 70% by advertising in the obituaries Matt Lerner Sep 26, 2024 Partly supported
70% “70%” In 2012, over 70% of Square's merchants were individual solopreneurs Michael Cieri Feb 8, 2024 Not publicly verifiable
70% “70%” Reshef: Objective software metrics eliminate sales reps' defensiveness and speed self-improvement Eilon Reshef Mar 28, 2024
70% “70%” Inbound product-led sales roles are 70% customer success and 30% sales Oliver Jay Jan 4, 2024
70% “70%” Zima: Looker closed 30% of deals intra-quarter and 70% from prior quarters Colin Zima Oct 12, 2023
70% “70%” Weiss outlines Google's 70-20-10 product portfolio allocation framework Noah Desai Weiss Jul 13, 2023 Supported
70% “70%” High decision velocity with 60% accuracy massively outperforms slow perfectionism Jack Altman Jul 6, 2023
65% “65%” Smart Tales top-of-funnel repositioning lifted paywall conversion by 65% Matt Lerner Sep 26, 2024
60% “60%” Moreno: Parallel converts 50% of evaluations to scope and 60% to close Graham Moreno May 21, 2026
60% “60%” Hirshberg: Artemis co-founders spend over 60% of their time on hiring Shachar Hirshberg Apr 21, 2026
60% “60%” Akhund: Mercury lost 60% of revenue in March 2020 Imad Akhund Aug 6, 2025
60% “60%” Parrish: Figma's early sales team was roughly 60% female Kyle Parrish Jan 11, 2024
60% “60%” High decision velocity with 60% accuracy massively outperforms slow perfectionism Jack Altman Jul 6, 2023
50% “50%” Sager: Plaid COO allocates his calendar 50% business, 25% team, 25% ecosystem Eric Sager Jul 16, 2026
50% “50%” Product leaders must spend half their time thinking to remain competitive Diya Jolly Apr 30, 2026
50% “50%” Moreno: Parallel converts 50% of evaluations to scope and 60% to close Graham Moreno May 21, 2026
50% “50%” Hirshberg: 50% of Artemis customers are in highly regulated industries Shachar Hirshberg Apr 21, 2026
50% “50%” Varanasi: Networking revenue comprises nearly 50% of IT channel sales Anil Varanasi Dec 10, 2025 Contradicted
50% “50%” Kanter: Half of B2B deals that seem 99% likely to close fail Zack Kanter Nov 6, 2025
50% “50%” Guild: Customer retention is at least 50% emotional rather than purely utilitarian Adam Guild Mar 27, 2025
50% “50%” De Milliano: Executive hiring decisions fail 50% of the time within 18 months Eeke de Milliano Mar 6, 2025
50% “50%” Busque: Guideline's plan acquisition is split 50/50 between self-serve and sales Kevin Busque Feb 20, 2025
50% “50%” Winters: Marketplace network effects only kick in past 50% demand Casey Winters May 30, 2024
50% “50%” Gong allocates engineering resources: 50% core product, 25% adjacent, 25% net-new Eilon Reshef Mar 28, 2024
50% “50%” Narkhede: Kafka was used by 50% of Fortune 500 when Confluent launched Neha Narkhede Dec 8, 2023 Contradicted
50% “50%” Amin: Double down on what works rather than over-optimizing acceptable retention Kareem Amin Jan 18, 2024
50% “50%” Siroker predicts 50% of work will be fundamentally changed within 10 years Dan Siroker Sep 14, 2023
48% “48%” McCabe: Intercom AI bot resolves 48% of tickets vs Zendesk's 29% Eoghan McCabe Sep 5, 2024
41% “41%” McCabe: Intercom pull requests rose 41% in 12 months after CEO return Eoghan McCabe Sep 5, 2024
40% “40%” Moreno: Enterprise AI sales requires simultaneous top-down and bottom-up pressure Graham Moreno May 21, 2026
40% “40%” Moreno: Parallel converts 50% of evaluations to scope and 60% to close Graham Moreno May 21, 2026
40% “40%” Varanasi: Managing hardware allows Meter to use 20% to 40% pricier components Anil Varanasi Dec 10, 2025
40% “40%” Akhund: Mercury grew 30% to 40% monthly during its first year Imad Akhund Aug 6, 2025
40% “40%” In 2015, 30% to 40% of mid-market sales calls happened over video Eilon Reshef Mar 28, 2024
40% “40%” The Superhuman product-market fit metric can be misleading for multi-product expansion Eilon Reshef Mar 28, 2024
40% “40%” Zima: Embedded reporting grew to 30% to 40% of Looker's business Colin Zima Oct 12, 2023
40% “40%” Zima: Looker closed 30% of deals intra-quarter and 70% from prior quarters Colin Zima Oct 12, 2023
40% “40%” Siroker: Rewind AI exceeds Rahul Vohra's 40% PMF survey benchmark Dan Siroker Sep 14, 2023
36% “36%” Busque: TaskRabbit's 401(k) had only 36% participation, mostly directors and above Kevin Busque Feb 20, 2025
30% “30%” A single underperformer drags down total team performance by up to 30% Diya Jolly Apr 30, 2026
30% “30%” Hirshberg: 70% of Artemis customers fully replace legacy security solutions Shachar Hirshberg Apr 21, 2026
30% “30%” Varanasi: Managing hardware allows Meter to use 20% to 40% pricier components Anil Varanasi Dec 10, 2025
30% “30%” Canva grew monthly revenue 30 percent using one-dollar micro-transactions Cameron Adams Aug 20, 2025
30% “30%” Delivery apps charge restaurants 30% and consumers 20% on average per order Adam Guild Mar 27, 2025 Supported
30% “30%” Inbound product-led sales roles are 70% customer success and 30% sales Oliver Jay Jan 4, 2024
30% “30%” Asana had 5% company penetration compared to Dropbox and Slack's 30% Oliver Jay Jan 4, 2024
30% “30%” Operationalizing unstructured engineering innovation time at Palantir was a huge disaster Michael Lopp Jan 25, 2024
30% “30%” Executives will inevitably anger at least 30% of their organization Michael Lopp Jan 25, 2024
30% “30%” Zima: Looker closed 30% of deals intra-quarter and 70% from prior quarters Colin Zima Oct 12, 2023
30% “30%” Founders must shift from doing to multiplying at 15 employees Jack Altman Jul 6, 2023
29% “29%” McCabe: Intercom AI bot resolves 48% of tickets vs Zendesk's 29% Eoghan McCabe Sep 5, 2024
29% “29%” Operationalizing unstructured engineering innovation time at Palantir was a huge disaster Michael Lopp Jan 25, 2024
29% “29%” Lopp: Bad Product Managers Strip Engineers of Creative Agency and Invention Michael Lopp Jan 25, 2024
27% “27%” McCabe: Cut Intercom headcount by 27% and removed most HR upon return Eoghan McCabe Sep 5, 2024
25% “25%” Copplestone: Support outreach boosts Supabase account usage growth to 125% QoQ Paul Copplestone Jun 25, 2026
25% “25%” Sager: Plaid COO allocates his calendar 50% business, 25% team, 25% ecosystem Eric Sager Jul 16, 2026
25% “25%” Jyoti Bansal spent 25% of his time managing a broken AppDynamics board Jyoti Bansal Nov 19, 2025
25% “25%” Agrawal: Twitter planned 20-25% headcount cut just before Musk acquisition Parag Agrawal Aug 14, 2025
25% “25%” Gong allocates engineering resources: 50% core product, 25% adjacent, 25% net-new Eilon Reshef Mar 28, 2024
20.25% “20.25%” Sager: Plaid COO allocates his calendar 50% business, 25% team, 25% ecosystem Eric Sager Jul 16, 2026
20% “20%” Varanasi: Managing hardware allows Meter to use 20% to 40% pricier components Anil Varanasi Dec 10, 2025
20% “20%” Varanasi: Expanding initial startup scope by 20% unlocks vastly more value Anil Varanasi Dec 10, 2025
20% “20%” Latency percentage gains matter substantially more on minute-long AI workloads Gorkem Yurtseven Oct 22, 2025
20% “20%” Serval expects forward-deployed engineers to spend 20%+ time talking to customers Jake Stauch Oct 23, 2025
20% “20%” Cramer: Sentry's tracing product drives 20% of revenue despite lacking PMF David Cramer Jun 19, 2025
20% “20%” Delivery apps charge restaurants 30% and consumers 20% on average per order Adam Guild Mar 27, 2025 Supported
20% “20%” Gupta: New enterprise products only need one killer differentiating feature to sell Anneka Gupta Oct 10, 2024
20% “20%” Gupta: Companies building a second product should dedicate 100% GTM resources early Anneka Gupta Oct 10, 2024
20% “20%” Product roadmaps should follow a 70-20-10 split for metrics, requests, and delight Adam Nash Apr 4, 2024
20% “20%” Narkhede: Competing against a thought leader is harder than product-level competition Neha Narkhede Dec 8, 2023
20% “20%” Oliver Jay: Enterprise product feedback is ~80% field-driven, unlike PLG aggregate data Oliver Jay Jan 4, 2024
20% “20%” Zima: Looker's 6% spend on support drove 15-20% lift across metrics Colin Zima Oct 12, 2023
20% “20%” Weiss outlines Google's 70-20-10 product portfolio allocation framework Noah Desai Weiss Jul 13, 2023 Supported
20% “20%” Founders must shift from doing to multiplying at 15 employees Jack Altman Jul 6, 2023
15% “15%” ClassDojo retained users at 6x the rate of typical consumer apps Sam Chaudhary Sep 3, 2025
15% “15%” Winters: SaaS networks yield fewer venture wins than demand-owning marketplaces Casey Winters May 30, 2024
10% “10%” Noronha: Pre-AI Gamma had an 'appallingly low' 5% to 10% activation rate Jon Noronha Jul 24, 2026
10% “10%” Noronha: Presentation creators reported spending 90% of time formatting slides Jon Noronha Jul 24, 2026
10% “10%” Moreno: Top three AI vendors in any category have roughly equal tech Graham Moreno May 21, 2026
10% “10%” Payne: Leaders must ring-fence 10% of resources to protect new initiatives Christopher Payne Apr 17, 2026
10% “10%” Kanter: Founder anti-VC bias stems from confusing ownership with control Zack Kanter Nov 6, 2025
10% “10%” Diners choose direct ordering for value and convenience, not to help restaurants Adam Guild Mar 27, 2025
10% “10%” Saarinen: Linear waitlist reached 10,000 emails with 10% converting Karri Saarinen Jun 5, 2025
10% “10%” Startups must find the 10% of work yielding 90% of results Matt Lerner Sep 26, 2024
10% “10%” Moore: RJMetrics growth plummeted from 100% to 10% amid high churn Bob Moore Sep 19, 2024
10% “10%” Handy: dbt Labs grew 10% month-over-month for six years straight Tristan Handy Dec 19, 2024
10% “10%” Product roadmaps should follow a 70-20-10 split for metrics, requests, and delight Adam Nash Apr 4, 2024
10% “10%” Weiss outlines Google's 70-20-10 product portfolio allocation framework Noah Desai Weiss Jul 13, 2023 Supported
10% “10%” Elliott-McCrea: Stack ranking and firing the bottom 10% damages company culture Kellan Elliott-McCrea Aug 17, 2023
10% “10%” Drumright: Asking for percentile rankings forces honesty during reference checks Anique Drumright Aug 3, 2023
6% “six percent” Kao: Completion rates for asynchronous video courses were only 3% to 6% Wes Kao May 22, 2025 Supported
6% “six percent” Zima: Looker's 6% spend on support drove 15-20% lift across metrics Colin Zima Oct 12, 2023
5% “five percent” Akhund: Mercury's sales team only handles about 5% of accounts Imad Akhund Aug 6, 2025
5% “five percent” Five percent of Figma files were presentation decks before Slides launched Yuhki Yamashita Dec 5, 2024
5% “five percent” McCabe: Intercom enforces quarterly bottom-tier quotas with fast-track termination PIPs Eoghan McCabe Sep 5, 2024
5% “five percent” Winters: SaaS networks yield fewer venture wins than demand-owning marketplaces Casey Winters May 30, 2024
5% “five percent” Winters: No single restaurant accounts for over 5% of Grubhub sales Casey Winters May 30, 2024 Supported
5% “five percent” Only 5% of PLG enterprise customers expand beyond their organic base Oliver Jay Jan 4, 2024
5% “five percent” Asana had 5% company penetration compared to Dropbox and Slack's 30% Oliver Jay Jan 4, 2024
5% “five percent” Drumright: Asking for percentile rankings forces honesty during reference checks Anique Drumright Aug 3, 2023
4% “four percent” Kanter: Complex fitment criteria kept auto parts e-commerce penetration around 4% Zack Kanter Nov 6, 2025 Supported
4% “four percent” Kracov: Evaluate early-stage homepage copy by ARR growth, not conversion rates Alex Kracov Aug 10, 2023
3% “three percent” Chaudhary: 70% of education spending goes to personnel, leaving little for tech Sam Chaudhary Sep 3, 2025 Supported
3% “three percent” Lerner: Prioritize growth experiments by maximum potential upside, not effort Matt Lerner Sep 26, 2024
3% “three percent” Kracov: Evaluate early-stage homepage copy by ARR growth, not conversion rates Alex Kracov Aug 10, 2023
2% “two percent” Jyoti Bansal spent 25% of his time managing a broken AppDynamics board Jyoti Bansal Nov 19, 2025
2% “two percent” Kanter: Complex fitment criteria kept auto parts e-commerce penetration around 4% Zack Kanter Nov 6, 2025 Supported
2% “two percent” Busque: Under 2% of US taxpayers contribute annually to an IRA Kevin Busque Feb 20, 2025 Contradicted
2% “two percent” Handy: dbt Labs once spent 2% of monthly revenue on coaching Tristan Handy Dec 19, 2024
2% “two percent” McCabe: Intercom enforces quarterly bottom-tier quotas with fast-track termination PIPs Eoghan McCabe Sep 5, 2024
2% “two percent” McCabe: Intercom scored in high 90s percentile on employee survey Eoghan McCabe Sep 5, 2024
2% “two percent” Blank: Ballmer collapsed Microsoft OS share by missing mobile and search Steve Blank Dec 21, 2023
1.67% “1.67%” Busque: TaskRabbit's early 401(k) asset-based fees reached 1.67% Kevin Busque Feb 20, 2025 Not publicly verifiable
1.6% “1.6%” Busque: 1.6% 401(k) fees cost individuals up to $600K over 20 years Kevin Busque Feb 20, 2025
1% “one percent” No company can afford to pay top 1% compensation for every role Jack Altman Jul 6, 2023
1% “one percent” Drumright: Asking for percentile rankings forces honesty during reference checks Anique Drumright Aug 3, 2023
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