Fine-Tuned & Time-Boxed LLMs is an aisot offering of quarterly fine-tuned, encoder-based transformer models for financial return-prediction tasks. It applies time-boxing so insights use only data available at prediction time, and can be accessed through the AI Insights Platform or as a downloadable model for quantitative investment workflows.