AI powered search and discovery. Scout eliminates the fabrications and hallucinations from traditional LLMs by ensuring that the data sources used for intelligence and analysis are fully transparent and accessible for further investigation. By integrating Koat.ai’s proprietary datasets, Scout allows for highly specific prompts that retrieve the exact data required to address targeted questions. Our models enhance this process by applying advanced sentiment analysis, delivering more precise and actionable insights. This approach minimizes token consumption, ensuring that only the relevant data is fed into the LLM for summarization and deeper narrative analysis, optimizing both efficiency and accuracy.