sumtyme.ai is an AI research startup pioneering autonomous learning algorithms for complex systems, from financial markets to weather patterns.
Our technology moves beyond correlation to directly model cause and effect using only time series data. It identifies the subtle, high-frequency changes that trigger a larger directional shift, mapping out the entire causal chain as it evolves.
This new approach helps us explain why things happen, not just what will happen. By completely eliminating the need for training data, fine-tuning, and continuous retraining, we deliver truly autonomous intelligence that is ready for real-world application.
