OnlyFans
Anatomy of a Digital Intimacy Empire
Platform economics, labor inequality, and regulatory controversy inside a $7.85B creator economy where the top 0.1% capture 76% of revenue.
A Built From Experience investigative series
Living Well in an Algorithmic World
Living well today means understanding more than your own habits. It also means understanding the systems designed to influence what you see, what you buy, how long you stay engaged, and what captures your attention.
The Built From Experience Investigative Series examines the algorithms behind major digital platforms and the ways recommendation systems, ranking models, engagement loops, and automated decision-making can shape behavior, attention, work, spending, and emotional well-being.
These reports are not about rejecting technology. They are about awareness, digital autonomy, and making more intentional choices in environments increasingly shaped by algorithms.
Because protecting your peace also means understanding what is competing for it.
What the reports examine
Attention
How ranking models and engagement loops decide what reaches you, how long you stay, and what quietly falls out of view.
Behavior
The nudges, defaults, and scoring systems that shape ordinary choices before you consciously make them.
Economics
Pricing, incentives, and platform visibility — how the numbers behind the interface affect what you pay and what you earn.
Well-being
The emotional cost of living inside systems built to optimize for something other than your peace.
Read the reports — free
Each platform affects attention, behavior, economics, visibility, and decision making in different ways. Every report is free to read, download, and share.
Amazon
The Algorithmic Architecture of Control
Dual-use surveillance systems, worker exploitation, and market manipulation inside the world's largest storefront.
TikTok
Algorithmic Control & Psychological Harm
How the recommendation engine holds attention, and what that sustained pull costs mentally and emotionally.
YouTube
Inside the Recommendation Engine
What the ranking system rewards, what it buries, and how it quietly steers hours of viewing.
Snapchat
Algorithmic Architecture, Youth Safety, and Accountability
Design choices aimed at young users, and the safety questions the platform has yet to answer.
Uber
Algorithmic Exploitation of Drivers and Passengers
Dynamic pricing, opaque pay algorithms, and the economics riders and drivers never see.
DoorDash
Algorithm Manipulation & Worker Exploitation
Wage practices, hidden fees, and competitive pressure in the gig delivery economy.
X
Algorithmic Bias, Harm & Transparency Failures
Political bias, engagement-driven harm, moderation failures, and the transparency gaps drawing regulatory scrutiny.
Digital autonomy is part of living well
The books and resources here deal with the inner work. The reports deal with the environment that work happens in.