Snorkel AI

Snorkel AI operates a B2B enterprise software model built around proprietary AI data development tooling and adjacent managed services. The company creates value by reducing the time, cost, and manual effort required to prepare high-quality training and evaluation data, especially for complex enterprise AI use cases involving unstructured documents, domain expertise, LLM fine-tuning, and retrieval systems. It complements the platform with expert data services and solutions engineering, which deepen adoption and help customers move from pilot to production.

Snorkel AI is a private US enterprise software company that sells a data-centric AI development platform and related services to large organisations. Its products help enterprise data science and engineering teams build AI systems by creating and refining training data, evaluating models, fine-tuning LLMs, optimising RAG pipelines, and deploying custom AI applications. The company also offers managed dataset services and embedded engineering support for customers that need domain-specific or regulated deployments.

The business is primarily monetised through high-value enterprise software contracts and associated professional services rather than self-serve usage. Its customer base appears to centre on enterprise AI teams, ML engineers, product and engineering leaders, and regulated-industry organisations that need reliable, production-ready AI workflows with stronger governance, data quality, and accuracy than generic tooling alone.