The Numbers Museum

Every specific figure ever claimed on the show. 552 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
20% “20%” Scott Wu: AI will enable software engineers to do 5x more Scott Wu May 2, 2024
80% “80%” Scott Wu: AI will enable software engineers to do 5x more Scott Wu May 2, 2024
“five x” Scott Wu: AI will enable software engineers to do 5x more Scott Wu May 2, 2024
“two X” Doshi: Curated data in fine-tuning matters more than vision algorithmic tricks Suhail Doshi Apr 18, 2024
1B “a billion” Doshi: Video AI models are pre-trained on a billion images first Suhail Doshi Apr 18, 2024
$26B “twenty six billion dollars” Doshi avoided music startups because the entire industry is only $26B Suhail Doshi Apr 18, 2024
1T “a trillion” Guo: Microsoft's Inflection Deal Is a Strategic Hedge Against OpenAI Reliance Sarah Guo Apr 11, 2024
10M “ten million” Gil: Multiple competing AI startups are reaching $10M revenue in one year Elad Gil Mar 21, 2024
100× “hundred X” Guo: AI agents cannot automate early-stage VC due to missing data Sarah Guo Mar 21, 2024
1B “a billion” Gil: Microsoft's blocked Intuit buyout preceded Intuit reaching $178B market cap Elad Gil Mar 14, 2024 Supported
$1.5B “a half billion dollars” Gil: Microsoft's blocked Intuit buyout preceded Intuit reaching $178B market cap Elad Gil Mar 14, 2024 Supported
78B “seventy eight billion” Gil: Microsoft's blocked Intuit buyout preceded Intuit reaching $178B market cap Elad Gil Mar 14, 2024 Supported
97B “ninety seven billion” Guo: Meta Added $197B in Largest Single-Session Gain Pre-NVIDIA Sarah Guo Mar 7, 2024 Supported
2.3M “2.3 million” Gil: Klarna's AI assistant performed the equivalent work of 700 human agents Elad Gil Mar 7, 2024 Supported
25% “25%” Gil: Klarna's AI assistant performed the equivalent work of 700 human agents Elad Gil Mar 7, 2024 Supported
$500B “half trillion dollars” Gil: Converting 10% of human services payroll to AI matches US software Elad Gil Mar 7, 2024
5T “five trillion” Gil: Converting 10% of human services payroll to AI matches US software Elad Gil Mar 7, 2024
10% “10%” Gil: Converting 10% of human services payroll to AI matches US software Elad Gil Mar 7, 2024
2T “two trillion” Guo: NVIDIA's competitive moat is really deep despite intense economic pressure Sarah Guo Mar 7, 2024
50% “50%” Liberty: RAG Over Internet Data Reduces LLM Hallucinations by 50% Edo Liberty Feb 22, 2024 Partly supported
99% “99%” Liberty: High 90s Percentage of OSS Code Comes From Vendor Employees Edo Liberty Feb 22, 2024 Partly supported
3% “three percent” Zhao: AI applications must stay largely familiar to overcome user inertia Ivan Zhao Feb 15, 2024
80% “80%” Gil: Bundlers Like Rippling Win Without Covering Every Feature Edge Case Elad Gil Feb 15, 2024
50% “50%” Gil: Bundlers Like Rippling Win Without Covering Every Feature Edge Case Elad Gil Feb 15, 2024
80% “80%” Zhao: 80% of Notion designers know how to code Ivan Zhao Feb 15, 2024
10% “10%” Sands: Stripe ML Recovers Billions Globally in False Declines Emily Glassberg Sands Feb 8, 2024
30% “30%” Sands: Stripe Smart Dunning Reduces Recurring Charge Declines by 30% Emily Glassberg Sands Feb 8, 2024
1K “a thousand” Sands: Stripe Radar Evaluates 1,000 Characteristics in Under 100 Milliseconds Emily Glassberg Sands Feb 8, 2024
10% “10%” Coates: Shopify accounts for roughly 10% of all US e-commerce Glen Coates Jan 31, 2024 Supported
75% “75%” Coates: AI agents reach 75% in 10 minutes, but 95% is brutal Glen Coates Jan 31, 2024
95% “95%” Coates: AI agents reach 75% in 10 minutes, but 95% is brutal Glen Coates Jan 31, 2024
5% “five percent” Gil: Solving the final 5% of AI reliability will take five years Elad Gil Jan 31, 2024
100% “hundred percent” Chen: Covariant's average warehouse customer has over 100% annual turnover Peter Chen Jan 24, 2024
90% “90%” Beyang Liu: Keyword Search Solves Over 90% of RAG Retrieval Beyang Liu Jan 18, 2024
90% “90%” Liu: Coding agent chains suffer compounding failure from sub-90% step fidelity Beyang Liu Jan 18, 2024
7B “seven billion” Liu: Sourcegraph Cody uses StarCoder 7B, matching larger models with context Beyang Liu Jan 18, 2024
1K “a thousand” Shazeer: Text Is a Thousand Times More Information-Dense Than Images Noam Shazeer Jan 11, 2024
1M “a million” Shazeer: Text Is a Thousand Times More Information-Dense Than Images Noam Shazeer Jan 11, 2024
5B “five billion” Hoffman: AI creates path to medical assistants and tutors on 5B smartphones Reid Hoffman Dec 21, 2023
1B “a billion” Hoffman: AI creates path to medical assistants and tutors on 5B smartphones Reid Hoffman Dec 21, 2023
8B “eight billion” Reid Hoffman: Calls for a Global Six-Month AI Pause Cannot Work Reid Hoffman Dec 21, 2023
90% “90%” Gil: 90% of computing experimentation collapses back to scaling original architecture Elad Gil Dec 14, 2023
86B “eighty six billion” Guo: OpenAI Staff Revolted to Protect $86B Tender Offer Value Sarah Guo Nov 30, 2023
5T “five trillion” Elad Gil: AI converts low-margin services spend into high-margin software revenue Elad Gil Nov 30, 2023
2T “two trillion” Elad Gil: AI converts low-margin services spend into high-margin software revenue Elad Gil Nov 30, 2023
80% “80%” Elad Gil: AI converts low-margin services spend into high-margin software revenue Elad Gil Nov 30, 2023
30% “30%” Elad Gil: AI converts low-margin services spend into high-margin software revenue Elad Gil Nov 30, 2023
“four times” Mensch: Chinchilla scaling yields models four times cheaper to serve Arthur Mensch Nov 9, 2023 Supported
1K “a thousand” Sutskever: Early neural networks failed primarily because they were too small Ilya Sutskever Nov 2, 2023
90% “90%” Noon: Generative AI solves the cybersecurity skills shortage for pennies Ryan Noon Oct 26, 2023
1K “a thousand” Noon: AI allows a single hacker to execute mass social engineering attacks Ryan Noon Oct 26, 2023
300M “a two hundred million” Noon: Top VCs avoid cybersecurity because typical outcomes cap at $200M Ryan Noon Oct 26, 2023
60% “60%” Gandhi: Enterprise AI is 60% model work and 40% legacy integration Kawal Gandhi Oct 19, 2023
40% “40%” Gandhi: Enterprise AI is 60% model work and 40% legacy integration Kawal Gandhi Oct 19, 2023
20M “twenty million” Halligan: Groove Networks reached $20M revenue before Microsoft acquisition Brian Halligan Oct 12, 2023 Supported
200M “two hundred million” Halligan: HubSpot pitched a $1M sales business alongside $200M marketing at IPO Brian Halligan Oct 12, 2023 Supported
1M “one million” Halligan: HubSpot pitched a $1M sales business alongside $200M marketing at IPO Brian Halligan Oct 12, 2023 Supported
2B “two billion” Halligan: Stepped down as HubSpot CEO because $2B-to-$20B wasn't his forte Brian Halligan Oct 12, 2023
20B “twenty billion” Halligan: Stepped down as HubSpot CEO because $2B-to-$20B wasn't his forte Brian Halligan Oct 12, 2023
120M “a hundred twenty million” Halligan: Propeller Ventures Raised $120M and Backed About 10 Ocean Startups Brian Halligan Oct 12, 2023
10× “10 X” Gil: Existing models yield 10x to 100x gains without base model scaling Elad Gil Oct 5, 2023
100× “hundred X” Gil: Existing models yield 10x to 100x gains without base model scaling Elad Gil Oct 5, 2023
$1B “a billion dollars” Gil: IBM sponsored Linux with up to $1B annually in late 1990s Elad Gil Oct 5, 2023 Supported
“four times” Gil: SARS leaked from laboratories four times in first two years Elad Gil Sep 28, 2023 Partly supported
9.1% “9.1%” Kelly: Ginkgo gives 10x super-voting shares to all active employees Jason Kelly Sep 28, 2023
10× “10 X” Kelly: Ginkgo gives 10x super-voting shares to all active employees Jason Kelly Sep 28, 2023
50% “50%” Masad: Replit users see 30% to 50% productivity boost on coding Amjad Masad Sep 21, 2023
1.3M “a quarter million” Masad: A non-coder built a $250k ARR startup in months using Replit Amjad Masad Sep 21, 2023 Partly supported
“two X” Masad: Professional programmers will see 2x to 10x productivity gains from AI Amjad Masad Sep 21, 2023
“five X” Masad: Professional programmers will see 2x to 10x productivity gains from AI Amjad Masad Sep 21, 2023
10× “10 X” Masad: Professional programmers will see 2x to 10x productivity gains from AI Amjad Masad Sep 21, 2023
50% “50%” Masad: Programmers will act like managers of AI within 3-5 years Amjad Masad Sep 21, 2023
50% “50%” Masad: Replit data delivered a 50% improvement over open-source model Amjad Masad Sep 21, 2023
3B “three billion” Masad: Training models has become a founder status symbol over product needs Amjad Masad Sep 21, 2023
1T “a trillion” Feldman: Cerebras can run a trillion-parameter model on a single system Andrew Feldman Sep 7, 2023 Supported
$60M “sixty million dollars” Building a first chip takes two years and $50 million, says Feldman Andrew Feldman Sep 7, 2023
$30M “thirty million dollars” Hardware bugs cost $20 million to fix, requiring huge QA ratios Andrew Feldman Sep 7, 2023
75% “75%” Feldman: Cerebras is About 75% Software Andrew Feldman Sep 7, 2023
$1.5M “Half a million dollars” Running inference on an eight-GPU H100 system costs half a million dollars Andrew Feldman Sep 7, 2023 Supported
6B “six billion” Feldman: Commercial AI will settle on 3B to 13B parameter models Andrew Feldman Sep 7, 2023
1M “a million” Rauch: Jenni.ai grew from $1M to $1.5M ARR in two months Guillermo Rauch Aug 30, 2023 Supported
1.5M “1.5 million” Rauch: Jenni.ai grew from $1M to $1.5M ARR in two months Guillermo Rauch Aug 30, 2023 Supported
8B “eight billion” Uszkoreit: Global RNA manufacturing will reach 6-8B doses within two years Jakob Uszkoreit Aug 24, 2023 Held up
“three times” Khan: Failing to teach automatic arithmetic fluency is educational malpractice Sal Khan Aug 17, 2023
2M “two million” Khan Academy Kids reaches nearly two million children primarily in the US Sal Khan Aug 17, 2023 Supported
3% “three percent” Khan: Khan World School students are learning three to four times faster Sal Khan Aug 17, 2023 Supported
30% “30%” Khan: Khan World School students are learning three to four times faster Sal Khan Aug 17, 2023 Supported
“four times” Khan: Khan World School students are learning three to four times faster Sal Khan Aug 17, 2023 Supported
“three times” Khan: Internalized knowledge and mathematical fluency matter more in the AI era Sal Khan Aug 17, 2023
100M “a hundred million” Gil: Cerebras signed a $100 million supercomputer deal with the UAE Elad Gil Aug 10, 2023 Partly supported
95% “95%” Biewald: 95% Of ML Developers Are Using OpenAI's GPT Models Lukas Biewald Aug 3, 2023
“five times” Parikh: SOTA text-to-audio AI currently works reasonably well one in five times Devi Parikh Jul 20, 2023
$3M “three million dollars” Slootman: Data Domain generated $3M in revenue during his first year Frank Slootman Jun 29, 2023 Partly supported
1B “a billion” Simo: Instacart processes one billion AI-powered search queries per quarter Fidji Simo Jun 22, 2023
1B “a billion” Simo: Instacart has suggested one billion AI-powered item replacements Fidji Simo Jun 22, 2023
1K “a thousand” Simo: Instacart aggregates over 80,000 stores across 1,000+ retailers Fidji Simo Jun 22, 2023 Supported
1M “a million” Guo: Expanding context windows to 1M tokens will not naively solve LLM context challenges Sarah Guo Jun 8, 2023
$1M “a million dollars” Schimpf: Low-cost drones give adversaries cruise missile equivalents under $100K Brian Schimpf Jun 1, 2023 Supported
$1B “a billion dollars” Schimpf: Anduril landed a $1 billion counter-drone contract with SOCOM Brian Schimpf Jun 1, 2023 Partly supported
“five times” Schimpf: Hypersonic startups operate at 5x pace and fraction of Lockheed's cost Brian Schimpf Jun 1, 2023
100% “hundred percent” Schimpf: Ukraine would 100% strike deep into Russia if given tools Brian Schimpf Jun 1, 2023
95% “95%” Koller: 95% of all drug discovery programs fail Daphne Koller May 19, 2023 Supported
40% “40%” Delangue: Hugging Face dedicates 30% to 40% of effort to exploration Clem Delangue May 19, 2023
1M “a million” Delangue: Hugging Face crossed 250,000 models from nearly 15,000 companies Clem Delangue May 19, 2023 Partly supported
1K “a thousand” BigScience is the largest ML collaboration to date, says Delangue Clem Delangue May 19, 2023 Supported
10% “10%” Singhal: Roughly 10% of all internet searches seek health information Karan Singhal May 18, 2023 Supported
20% “20%” Gil: Healthcare is 20% of GDP; pharmaceuticals are 20% of that Elad Gil May 18, 2023 Partly supported
16% “16%” Gil: Healthcare is 20% of GDP; pharmaceuticals are 20% of that Elad Gil May 18, 2023 Partly supported
10B “ten billion” Frontier AI training compute grew nine orders of magnitude in nine years Mustafa Suleyman May 11, 2023 Supported
1.5M “a half million” Cliffton: 5.5 million kids die annually lacking access to basic medicine Keller Rinaudo Cliffton May 10, 2023 Partly supported
15% “15%” The robotic vehicle itself is only 15% of autonomous delivery complexity Keller Rinaudo Cliffton May 10, 2023
1K “a thousand” Autonomous flight is 1,000 times easier than autonomous road driving Keller Rinaudo Cliffton May 10, 2023
100× “hundred times” Zipline operates at 100 times the scale of its closest competitor Keller Rinaudo Cliffton May 10, 2023
62M “a sixty one million” Zipline signed a $61 million nationwide medical delivery contract with Rwanda Keller Rinaudo Cliffton May 10, 2023 Supported
400% “400%” Zipline is projected to increase its flight volume by 400% in 2023 Keller Rinaudo Cliffton May 10, 2023 Didn’t hold up
“two times” Zipline is projected to increase its flight volume by 400% in 2023 Keller Rinaudo Cliffton May 10, 2023 Didn’t hold up
8M “a seven million” Stability AI Secured a Seven Million Hour Grant on Summit Supercomputer Emad Mostaque May 3, 2023
4M “four million” Stability AI Is Deploying Four Million Tablets to Children Across Malawi Emad Mostaque May 3, 2023
100× “hundred times” Generative Image Models Will Soon Achieve 25 Frames Per Second Emad Mostaque May 3, 2023 Held up
80% “80%” Valenzuela: Creative AI succeeds early because creative workflows tolerate 80% accuracy Cristobal Valenzuela May 1, 2023
100% “hundred percent” Valenzuela: Creative AI succeeds early because creative workflows tolerate 80% accuracy Cristobal Valenzuela May 1, 2023
10% “10%” Valenzuela: Creative AI succeeds early because creative workflows tolerate 80% accuracy Cristobal Valenzuela May 1, 2023
1% “one percent” Valenzuela: Creative AI succeeds early because creative workflows tolerate 80% accuracy Cristobal Valenzuela May 1, 2023
20% “20%” Valenzuela: Creative AI succeeds early because creative workflows tolerate 80% accuracy Cristobal Valenzuela May 1, 2023
“five X” Guo: Retraining the same size model is 5x cheaper on the second run Sarah Guo Apr 27, 2023
$50B “fifty billion dollars” Gil: No major drug-developing biotech founded since late 1980s hit $30B-$50B Elad Gil Apr 27, 2023 Contradicted
1K “a thousand” Shazeer Estimates Text Is 1,000 Times More Information-Dense Than Images Noam Shazeer Apr 25, 2023
1M “a million” Shazeer Estimates Text Is 1,000 Times More Information-Dense Than Images Noam Shazeer Apr 25, 2023
20% “20%” Daniel de Freitas Built Google's Meena as a Scrappy 20% Project Noam Shazeer Apr 25, 2023
$1B “a billion dollars” Zaharia: Databricks reached 6,000 employees and crossed $1B in ARR Matei Zaharia Apr 25, 2023 Supported
1K “a thousand” Zaharia: Nearly 1,000 Databricks customers used LLMs before ChatGPT Matei Zaharia Apr 25, 2023
6B “six billion” Zaharia: 6B parameter models can achieve instruction following with 50x less data Matei Zaharia Apr 25, 2023
50× “50 times” Zaharia: 6B parameter models can achieve instruction following with 50x less data Matei Zaharia Apr 25, 2023
1T “a trillion” Zaharia: Trillion-parameter models are computationally inefficient for knowledge retrieval Matei Zaharia Apr 25, 2023
99% “99%” Graveley: Traditional UIs enforce structured flows, whereas text interfaces invite erratic goal changes Alex Graveley Apr 25, 2023
10% “10%” Graveley: GitHub Copilot's in-the-wild test pass rate rose from under 10% to over 60% Alex Graveley Apr 25, 2023
60% “60%” Graveley: GitHub Copilot's in-the-wild test pass rate rose from under 10% to over 60% Alex Graveley Apr 25, 2023
1% “one percent” Graveley: Every 10ms of latency drops Copilot completions by 1% Alex Graveley Apr 25, 2023
50% “50%” Graveley: GitHub Copilot weekly cohort retention stayed above 50% Alex Graveley Apr 25, 2023
80% “80%” Graveley: Copilot writes 80% of code for top power users Alex Graveley Apr 25, 2023
80% “80%” Srinivas: Subscription search fails if incumbents offer an 80%-good free tier Aravind Srinivas Apr 25, 2023
600M “a five hundred million” A $500 million AI model will likely be trained by 2025 Noam Brown Apr 25, 2023 Didn’t hold up
10× “10 X” A $500 million AI model will likely be trained by 2025 Noam Brown Apr 25, 2023 Didn’t hold up
200× “200 times” Liang: Google beat Stanford's medical AI with a model 200x larger Dr. Percy Liang Apr 25, 2023 Supported
7% “seven percent” Ramaswamy: Google Featured Snippets Never Passed 7 Percent Coverage Sridhar Ramaswamy Apr 25, 2023
5B “a four billion” Ramaswamy: Neeva Built In-House Summarization Over OpenAI for Scale Sridhar Ramaswamy Apr 25, 2023
100% “hundred percent” Ramaswamy: Google Gave Over 100 Percent Rev Share to Early Partners Sridhar Ramaswamy Apr 25, 2023 Partly supported
99% “99%” Huang: For 25 years, the consensus favoring general-purpose computing was right Jensen Huang Apr 25, 2023
1% “one percent” Huang: For 25 years, the consensus favoring general-purpose computing was right Jensen Huang Apr 25, 2023
$2B “two billion dollars” Huang: NVIDIA missed a revenue quarter by $2B during crypto cycle Jensen Huang Apr 25, 2023 Partly supported
1B “a billion” Huang: AI might reduce climate computation requirements 10B-fold Jensen Huang Apr 25, 2023
10B “ten billion” Huang: AI might reduce climate computation requirements 10B-fold Jensen Huang Apr 25, 2023
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