Snorkel AI
Updated: November 26, 2025

The team
Country: USA | Funding: $235.3M (+)
Founded: 2019
Website: https://www.snorkel.ai/
Snorkel is an AI data science lab that develops datasets, benchmarks and data evaluation methods to help AI learn, adapt and operate in enterprise systems. Snorkel Flow platform connects enterprise data streams with systems that run AI in production, enabling organizations to evaluate, develop and improve models and agents quickly and with high quality. Snorkel also provides data preparation and annotation services, AI model evaluation, agent/RAG diagnostics and dataset creation. The company leverages its network of experts to produce high-quality datasets for specialized, domain-specific tasks. However, because manual labeling and annotation of data is a slow, expensive process, Snorkel also utilizes software labeling technologies, enabling experts to encode domain knowledge into labeling features so that they can be applied to the entire dataset at once, rather than one data point at a time. Snorkel Flow then removes the noise and applies the most likely label(s) to each data point.
Founded: 2019
Website: https://www.snorkel.ai/
Snorkel is an AI data science lab that develops datasets, benchmarks and data evaluation methods to help AI learn, adapt and operate in enterprise systems. Snorkel Flow platform connects enterprise data streams with systems that run AI in production, enabling organizations to evaluate, develop and improve models and agents quickly and with high quality. Snorkel also provides data preparation and annotation services, AI model evaluation, agent/RAG diagnostics and dataset creation. The company leverages its network of experts to produce high-quality datasets for specialized, domain-specific tasks. However, because manual labeling and annotation of data is a slow, expensive process, Snorkel also utilizes software labeling technologies, enabling experts to encode domain knowledge into labeling features so that they can be applied to the entire dataset at once, rather than one data point at a time. Snorkel Flow then removes the noise and applies the most likely label(s) to each data point.






