The Giant Language Model Test Room (GLTR) is a visualization tool that analyzes text to determine if it was generated by large language models. It leverages GPT-2 and BERT to examine token probabilities and provide likelihood-based detection of synthetic text. The system includes a Python backend serving model APIs and a TypeScript frontend for interactive visualization of detection results.