Snorkel AI

Snorkel AI specializes in creating high-quality training data, benchmarks, and evaluation environments tailored for frontier AI models and agents. Founded out of Stanford AI Lab, Snorkel's mission is to address the unique challenges faced by AI teams working in specialized domains. Their services focus on developing datasets that foster model improvements, emphasizing rigorous expert review and custom data solutions.

The platform emphasizes how traditional data pipelines often prioritize volume over quality, which is insufficient for frontier models that struggle with distributional gaps and complex benchmarks. Snorkel stands out by offering tailored data development solutions that directly address these shortcomings. Their approach encourages collaboration with AI teams to craft research-grade datasets that push the boundaries of AI capabilities.

Snorkel also provides various tools and environments designed for AI evaluations, featuring both standard and custom options. The company utilizes a structured methodology to ensure the consistency and reliability of training data, incorporating calibrated expert reviews and programmatic checks to achieve high data quality. This systematic process allows for comprehensive coverage across various difficulty levels and failure modes, vital for the real-world application of AI technologies.