Privacy-Preserving Federated AI

Privacy-Preserving Federated AI

What It Is: Federated AI is a way of training one AI model across many devices or computers without moving the data to a central server. ShroudAI takes this a step further by ensuring that even the updates are private.

How It Works:

• Each user (or organization) trains the model on their own private data.

• They send only encrypted updates, not the data itself.

• ShroudAI combines (aggregates) these updates using zero-knowledge math so no one sees the data but the model still learns.

Real-World Example:

• Banks around the world want to build a fraud detection AI.

• With ShroudAI’s federated AI, each bank trains the model with their customer data without revealing that data to anyone else — even the other banks.