System Overview

Introduction to the integrate.ai platform

integrate.ai provides a robust and seamless system that removes the infrastructure and administration challenges of distributed machine learning and enables you to integrate it directly into your existing workflow. With robust privacy-enhancing technologies like federated learning and differential privacy, integrate.ai allows you to train models and run analytics across distributed data without compromising data privacy.

Our platform consists of the following components:

1. The core IAI SaaS backend - includes federated learning aggregation capabilities, tenant management, control-plane system orchestration, and observability.

2. A customer-facing web portal that supports general administration of the customer tenant.

3. An SDK with a REST API that provides an interface into the centralized server. It also supports notebook-based ad hoc discovery and exploratory analysis.

Platform Architecture Overview

An overview of the integrate.ai platform architecture and integration points with a typical customer landscape.