OpenAI’s GPT-4o large language model is used to generate summary content for signals, to provide additional context to the quantitative data and visualizations generated by the system. Publicly available text data from primary datasets and linked secondary sources is aggregated and passed to GPT-4o to produce key headlines and situation summaries for each signal.