AI Without Exposure — Encrypted ML Inference Marketplace

Expert Models, Encrypted Inference

Agronomists, veterinarians, labs, and data scientists monetize their expertise — without exposing anyone's data

• Expert model deployment — domain experts (agronomists diagnosing crop disease, veterinarians analyzing animal health, labs processing medical images) deploy trained ML models to the ATSHI marketplace. Each model becomes a monetizable on-chain service available to anyone.
• Data stays encrypted end-to-end — powered by Zama's concrete-ml framework, inference runs directly on FHE-encrypted data. The model provider never sees your input. The GPU node never sees your data. The result is decrypted only by you. Zero data exposure, mathematically guaranteed.
• Per-call royalties (~60/20/20) — every inference call automatically splits revenue: ~60% to the model creator, ~20% to the GPU compute provider, ~20% to the protocol. No invoicing, no payment disputes, no 90-day net terms. Instant, trustless, on-chain settlement.
• Client-side encoding — data is encrypted on the client device before it ever leaves the user's machine. The encrypted payload travels to the compute node, inference runs on ciphertext, and the encrypted result returns. At no point does raw data exist outside the client.
• Package registry & versioning — models are published to an on-chain package registry with semantic versioning, dependency management, and usage analytics. Discover models by category, rating, or domain. Update models without breaking existing integrations.