The Numbers Museum

Every specific figure ever claimed on the show. 18 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
200× “200 X” Evans: Near-zero AI error rates render semantic understanding questions practically irrelevant Benedict Evans Mar 27, 2023
100× “hundred X” Evans: Near-zero AI error rates render semantic understanding questions practically irrelevant Benedict Evans Mar 27, 2023
90× “90 X” Evans: Near-zero AI error rates render semantic understanding questions practically irrelevant Benedict Evans Mar 27, 2023
50× “50 times” Evans: Outsized venture returns only come from contentious deals that look dumb Benedict Evans Aug 23, 2022
30× “30 X” Evans: New non-software brands will likely yield 3x returns, not 30x Benedict Evans Aug 23, 2022
20× “20 times” Evans: Streaming Services Cut Content Budgets by 10% to 20% Recently Benedict Evans Aug 21, 2025 Partly supported
10× “10 X” Brown: Generative AI companies face massive marketing push to gain users Toni Cowan-Brown Apr 5, 2025
10× “10 times” Evans: AI code generation found PMF, driving 10x compute surge Benedict Evans Jun 5, 2026
10× “10 times” Evans: US Has 5 to 10 Times More Retail Space Per Capita Benedict Evans Mar 12, 2023 Partly supported
10× “10 times” Evans: Fears that Amazon's iRobot deal supercharges advertising are delusionally paranoid Benedict Evans Dec 11, 2022
10× “10 X” IBM's Mainframe Computing Capacity Grew 10x Between 2000 and 2010 Benedict Evans Dec 22, 2020 Supported
“six times” Jeremy White: Hubbing content across titles robs publications of their distinct voice Jeremy White Jun 21, 2021
“five X” Evans: Barcode adoption grew US supermarket SKUs fivefold over a decade Benedict Evans Jun 5, 2026 Contradicted
“five times” Cowan-Brown: Remote teams require five times more process than in-person teams Toni Cowan-Brown Feb 28, 2021
“four X” Evans: Science lacks a theoretical model for LLMs and AGI Benedict Evans Aug 17, 2023
“four times” Evans: FT Weekend festival sold 3 to 4 times more tickets online Benedict Evans Jan 3, 2021 Not publicly verifiable
“three X” Evans: Science lacks a theoretical model for LLMs and AGI Benedict Evans Aug 17, 2023
“three X” Evans: New non-software brands will likely yield 3x returns, not 30x Benedict Evans Aug 23, 2022
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