Cogentiq I2C is Fractal’s agentic AI platform for invoice-to-cash operations, spanning Collections, Cash Application, Deductions, Credit Risk, and Invoice Management. The platform runs on a four-tier architecture: a Next.js application layer, FastAPI services, the Cogentiq APA agentic orchestration layer, and a data estate built on Azure Databricks and PostgreSQL. Deployments land in client Azure tenancies against live ERP data (Dynamics 365, SAP), which means deployment engineering is a first-class discipline, not an afterthought to development.