Wikipedia-First Biography Reading
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Sam built an AI tool to transform business biographies into structured, actionable timelines with financial context and personalized insights.
The problem with reading business biographies
- 400-500 page biographies make it hard to track timelines
- Difficult to know what applies to your own situation
- Historical dollar amounts lack modern context (e.g., $50,000 in the 1930s vs today)
- Reading multiple biographies on the same person provides different context but is hard to synthesize
The solution: Bio to Notion tool
- Upload 1-5 business biographies (PDF, EPUB, MOBI, or text) on the same person
- Takes about 5 minutes to process
- Outputs a structured Notion page with organized information
What the tool creates
Financial summary section
- Wikipedia doesn't dive deep on numbers, making it hard to understand the full picture
- Creates a table showing age, year, estimated net worth, and major transactions
- Converts all historical dollar amounts to 2025 money for proper context
- AI analyzes raw info from books to estimate net worth (e.g., "company worth X, probably owned 75%, so worth this much")
Timeline with key milestones
- Breaks down life into sections like Wikipedia does
- Each section includes major events with inflation-adjusted numbers
- Example: Ted Turner inherited billboard business at 24, saddled with debt (converted to 2025 dollars)
Founder's Playbook section
- Applies lessons from the biography to your own life and business
- Uploads personal context about strengths, weaknesses, and current challenges to ChatGPT
- Creates tailored insights based on what you're experiencing day-to-day
- Highlights rare actions worth paying attention to (not just facts)
- Categorizes lessons (e.g., "Create a new one, survive the ridicule")
Visual timeline
- Includes photos relevant to each era
- Creates a digital timeline you can look at
Key insights from the approach
- Reading Wikipedia or book summaries first helps you know what to look forward to
- Knowing the ending helps you spot patterns early (e.g., "I know this marriage will end, so I can see the cracks")
- Having the "blueprint" or "scaffolding" of the story helps you put things in buckets while reading
- Prevents bouncing before getting to the good stuff
Making it even more powerful
- Use an AI agent to automate the entire process
- Agent can: find relevant biographies, get PDFs, put them into the tool, deliver results
- Convert output into a podcast and subscribe to your own personal podcast
- Schedule weekly deliveries (e.g., every Monday)
The therapeutic value
- "We don't need therapy, we need history"
- Reading about real adversity (wars, Great Depression) puts modern problems in perspective
- Seeing other entrepreneurs' problems makes you feel less alone
- Acts as "founder therapy" by providing historical context for current challenges
Sam Parr
Host of MFM and fitness influencer
Sam Parr is a serial entrepreneur and business media pioneer.
In 2016, he founded The Hustle, a business news media company that started in his kitchen with just $12 and grew to eight figures in revenue.
Sam led the charge in making newsletters popular when few believed in their potential.
After four successful years, he sold The Hustle to HubSpot, a publicly traded company. Now operating as HubSpot Media, The Hustle reaches 3 million readers daily, employs a team of nearly 100, and has been the launchpad for dozens of its staff to found their own media companies and newsletters.
Sam remains the host of the popular business podcast, My First Million, and continues to start and sell companies. He also co-founded Hampton, a highly vetted community for entrepreneurs, founders, and CEOs, and teaches people to write better through his platform, Copy That.