Shotwell builds automated, scaled AI for robotics training data, providing dense annotations and quality checks. The company develops models that automatically produce annotations at a fraction of traditional costs with instant turnaround. It targets robotics teams that need large volumes of high-quality labeled data to train models. The company is based in San Francisco and is part of YC's Spring 2026 batch.