# NVIDIA Releases AI Blueprint For Networked Fraud Detection > Source: > Published: 2026-06-26 01:24:09+00:00 NVIDIA published an AI blueprint that demonstrates using **Graph Neural Networks** and GPU-accelerated inference to detect fraud rings by mapping connections among accounts, devices and transactions, per NVIDIA's documentation. The blueprint breaks the workflow into **Data Preparation**, **Model Building** and **Inference**, uses `Dynamo-Triton` (formerly Triton Inference Server) for scoring, and includes Shapley-value outputs for explainability, according to NVIDIA's developer page. Industry reporting, including PYMNTS, frames the approach as addressing a blind spot where organized fraud spreads activity across many small transactions; PYMNTS cites a Nilson Report projection of **$403 billion** in global card fraud losses over the next decade and reports unauthorized-party fraud now accounts for **71%** of fraud incidents at U.S. institutions. Third-party commentary highlights GPUs and GNNs as practical enablers for higher-throughput, network-aware detection.