Snorkel AI

Snorkel AI is a Palo Alto-based company founded in 2019, originating from the Stanford AI Lab. The company focuses on programmatic data development to enhance enterprise AI model building, evaluation, and deployment. By utilizing weak supervision and data labeling techniques, Snorkel AI aims to streamline the AI data development process, making it more efficient and scalable. The flagship product, Snorkel Flow, is an end-to-end machine learning platform that significantly reduces the time required for model development and deployment. It allows users to create labeling functions from domain knowledge, generating large labeled datasets without manual annotation. This platform supports various applications, including data classification and sentiment analysis, and integrates seamlessly with existing data infrastructures. Snorkel AI also offers Expert Data-as-a-Service, providing high-quality training datasets curated by experts, and Applied AI Solutions for custom model development. The company serves a range of clients, including Fortune 500 companies and research organizations, validating its technology for operationalizing AI at scale.