The Platform Harm for Profit Framework

Project

Exposing how platforms financially exploit, reward and structurally incentivize harm.
The Platform Harm for Profit Framework is a strategic model developed by Pluro Labs to expose how platforms financially exploit, reward and structurally incentivize harm — through monetization systems, not just content amplification or moderation decisions. This framework helps courts, policymakers, and public-interest actors reframe platform accountability around commercial enablement, not content moderation. This draws a clear distinction between protected third-party speech and platform-controlled monetization choices that drive illegal or dangerous outcomes.
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Why It Matters

For decades, platform accountability debates have focused on content moderation and algorithmic amplification. But today’s platforms don’t just host content — they actively pay and promote content creators that drive engagement, even when the result is harm.

From ad-revenue sharing to subscription tools and bonus programs, platform's monetization systems create predictable, systemic incentives for harmful content — including those exploiting children, undermining public health, or spreading fraud.

By documenting and interpreting these commercial incentive structures, the Framework enables:

  • Litigators to overcome outdated Section 230 defenses and win major new cases;
  • Policymakers to address core economic systems and faulty product design, not circular speech debates;
  • Funders, journalists, and researchers to understand and expose how profit-driven product features drive harm to public welfare.

What It Includes

  • A plain-language explanation of how platform monetization systems work and why their reform is critical to stopping harm to kids, consumers, and industry alike.
  • A high-level set of categories for monetization features — such as advertising revenue sharing, subscription products, direct tipping, or affiliate programs.
  • A clear reframing of legal and policy discussions to focus on how product design built around monetization of 'anything that wins attention' is the root cause of harm.
  • Context from existing case law, investigations, and public examples that show monetization of harm in action.

Who It’s For

  • Litigators and law enforcement pursuing justice for platform-enabled harms.
  • Policy organizations and regulators confronting platform abuses and designing remedies.
  • Journalists and civil society actors seeking stronger narratives on platform complicity.

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