Centralized AI Risks

Mainstream AI providers rely on centralized infrastructure, inherently creating single points of failure and control. When data is routed through corporate servers, users are exposed to risks including:

  • Data Breaches – High-profile leaks exposing sensitive personal or corporate data.

  • Unauthorized Profiling – Aggregated data used to create behavioral and commercial profiles of individuals.

  • Vendor Lock-In – Dependence on corporate AI providers with shifting policies and opaque data usage terms.

These centralized systems force users to trade their privacy for convenience, leaving them vulnerable to systemic exploitation.

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