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The Numbers Museum

Every specific figure ever claimed on the show. 60 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
100% “hundred percent” Thummala: AI enterprise buyers now demand specific workflows and ROI Tarun Thummala Jan 12, 2026 —
100% “hundred percent” Hastings: Plaid is not accurate or sufficient for full bookkeeping Helen Hastings Dec 17, 2025 —
100% “hundred percent” Lieberman asserts corporate claims that AI will not eliminate jobs are false Alex Lieberman Nov 5, 2025 —
100% “hundred percent” Tan: 18-to-22-year-old founders at YC are up over 100% year-over-year Garry Tan Oct 17, 2025 —
100% “hundred percent” Shim: Horizontal AI note takers will win over vertical SaaS tools David Shim Sep 15, 2025 —
99% “99%” Harbinger: 99% of the pickup artist industry is cynical internet marketing Jordan Harbinger Aug 13, 2014 —
98% “98%” Howard: The primary value of RAG chatbots is internal team drafting Rob Howard Sep 10, 2025 —
98% “98%” Yang: Messenger bot multi-step micro-interactions achieve 95% to 98% CTR Mikael Yang May 26, 2017 —
95% “95%” Thummala: PressW automated 90% to 95%+ of court document processing for a client Tarun Thummala Jan 12, 2026 —
95% “95%” Thummala: MIT report found 95% of AI pilots failed to reach production Tarun Thummala Jan 12, 2026 Partly supported
95% “95%” Tan: Anthropic's Claude Code team uses AI to write 95% of codebase Garry Tan Oct 17, 2025 —
95% “95%” Prediction: Messenger will replace email and websites within seven years Mikael Yang May 26, 2017 —
90% “90%” Eliason: Support sub-agent Iris handles 80-90% of customer emails Nat Eliason Mar 27, 2026 —
90% “90%” Thummala: 90% of PressW's business comes from post-launch relationships Tarun Thummala Jan 12, 2026 —
90% “90%” Smith: Over 90% of ChatGPT users still use Google Ethan Smith Nov 11, 2025 Supported
90% “90%” Huffman: Hipmunk differentiates by filtering out up to 90% of flight results Steve Huffman Oct 20, 2010 —
90% “90%” Prediction: Messenger will replace email and websites within seven years Mikael Yang May 26, 2017 —
80% “80%” Cera: Pulsia takes a 20% revenue split, leaving 80% to customers Ben Cera Mar 2, 2026 —
80% “80%” Gil: Project Alexandria will translate foundational books for 80% of humanity Elad Gil Feb 24, 2026 —
80% “80%” Thummala: Strategy is under 10% of PressW business; 80% are engineers Tarun Thummala Jan 12, 2026 —
80% “80%” Thummala: AI flipped coding to 80% review and cut raw time 10x Tarun Thummala Jan 12, 2026 —
80% “80%” Matze: Rezora achieved over 80% sales conversion rate on demo calls Evgeny Matze Jan 8, 2026 —
80% “80%” Singla: Web traffic is declining for 80% of websites globally Anirudh Singla Nov 17, 2025 —
80% “80%” Shim: Read.ai hits 80% 30-day retention for active meeting users David Shim Sep 15, 2025 —
80% “80%” Yang: 10K-user health bot achieved 80% opens sending 14 messages weekly Mikael Yang May 26, 2017 —
75% “75%” Apfelbaum: Ajax Union lost 75% of recurring revenue overnight during COVID Joe Apfelbaum Dec 30, 2025 —
75% “75%” Allis: Hitting over 75% of goals means targets were not ambitious enough Ryan Allis Apr 9, 2012 —
70% “70%” Santos: Women make roughly 70% of Gillette razor purchases Ricardo Vice Santos Dec 29, 2025 Contradicted
70% “70%” Huffman: Hipmunk differentiates by filtering out up to 90% of flight results Steve Huffman Oct 20, 2010 —
60% “60%” Gil: About 60% of New Jersey childhood ADHD diagnoses lack testing Elad Gil Feb 24, 2026 Contradicted
56% “56%” Yang: EDM record label bot gets 56% CTR on weekly audio previews Mikael Yang May 26, 2017 —
50% “50%” Cera: Polsia month-one customer churn is around 50% Ben Cera May 27, 2026 —
50% “50%” Ben Cera: Polsia loses roughly 50% of users in month two Ben Cera May 27, 2026 —
50% “50%” Singla: 50% of Pepper Content's talent pool is US-based Anirudh Singla Nov 17, 2025 —
50% “50%” Shim: Placed was profitable and growing 50%+ when Snap spun it out David Shim Sep 15, 2025 —
49% “49%” Dan Shipper: GPT-4 and Claude Opus beat human experts in blindly judged benchmarks Dan Shipper Oct 30, 2025 Partly supported
45% “45%” Dan Shipper: Every generates $1.3M ARR across nearly 7,000 paid subscribers Dan Shipper Oct 30, 2025 —
40% “40%” Cera: 30% to 40% of Pulsia users choose 'Surprise Me' onboarding Ben Cera Mar 2, 2026 —
40% “40%” Dan Shipper: GPT-4 and Claude Opus beat human experts in blindly judged benchmarks Dan Shipper Oct 30, 2025 Partly supported
30% “30%” Cera: 30% to 40% of Pulsia users choose 'Surprise Me' onboarding Ben Cera Mar 2, 2026 —
30% “30%” Patel: AI summaries pushed client pages into Google Overviews within 48 hours Neil Patel Oct 24, 2025 —
25% “25%” Singla: Freshness timestamps boost LLM surfacing probability by 25% Anirudh Singla Nov 17, 2025 —
20% “20%” Cera: Pulsia takes a 20% revenue split, leaving 80% to customers Ben Cera Mar 2, 2026 —
20% “20%” Cera: Around 20% of Pulsia users adopt the automated ads feature Ben Cera Mar 2, 2026 —
20% “20%” Thummala: AI flipped coding to 80% review and cut raw time 10x Tarun Thummala Jan 12, 2026 —
20% “20%” Tan: YC startups average 10% weekly revenue growth over 12-week batches Garry Tan Oct 17, 2025 —
20% “20%” Tan: 18-to-22-year-old founders at YC are up over 100% year-over-year Garry Tan Oct 17, 2025 —
15% “15%” Cera: Polsia generates roughly 15% of revenue from ads Ben Cera May 27, 2026 —
13% “13%” Patel: HubSpot CMO says 13% of signups come from LLMs Neil Patel Oct 24, 2025 Contradicted
12% “12%” Singla: LinkedIn accounts for roughly 12% of all ChatGPT citations Anirudh Singla Nov 17, 2025 Supported
10% “10%” Cera: Top Polsia company made $3K–$4K; 10% made at least $1 Ben Cera May 27, 2026 —
10% “10%” Thummala: 90% of PressW's business comes from post-launch relationships Tarun Thummala Jan 12, 2026 —
10% “10%” Thummala: Strategy is under 10% of PressW business; 80% are engineers Tarun Thummala Jan 12, 2026 —
10% “10%” Tan: YC startups average 10% weekly revenue growth over 12-week batches Garry Tan Oct 17, 2025 —
10% “10%” Huffman: A 10% speed increase boosted Reddit page views by 10% Steve Huffman Oct 20, 2010 —
10% “10%” Yang: 10K-user health bot achieved 80% opens sending 14 messages weekly Mikael Yang May 26, 2017 —
10% “10%” Herold: Hiring for attitude over experience caps company growth at 10 percent Cameron Herold Nov 22, 2017 —
8% “Eight percent” Ethan Smith: 8% of Webflow's signups come from LLMs Ethan Smith Nov 11, 2025 —
7% “seven percent” Herold: 'Hire for attitude, train for skill' yields only modest growth Cameron Herold Feb 14, 2018 —
2% “two percent” Shim: 1% to 2% of Colombia's entire population uses Read.ai daily David Shim Sep 15, 2025 —
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