❗ Problem & Opportunity

AI platforms today face two critical challenges:

1. Data Exploitation

• Most providers log, monetize, and resell user data.

• Trust is eroded as users realize their conversations fuel corporate profits, not personal benefit.

2. Structural Privacy Leaks

• Mixture-of-Experts (MoE) models can expose sensitive inputs.

• Hardware-level traces (cache, memory, kernel signals) may leak information even if the provider is honest.

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🌍 The Opportunity

With global AI adoption accelerating, privacy is becoming the top demand. Users and enterprises want AI that:

• Guarantees confidentiality by design, not policy.

• Rewards participation instead of exploiting it.

AtlasAI solves both problems — making it the default private LLM that pays its users back.