AI Beyond Hand-Labeling




Unlock a Better, Faster Way To Build Applications With Snorkel Flow, the First Truly Data-Centric AI Platform




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Technology developed and deployed with the world’s leading organizations
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Benefits —

Data-First AI Development

Unlock a radically new, data-first way to develop and deploy AI applications with programmatic labeling.





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Faster Development

Reduce development time by 10-100x with programmatic labeling.



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High-Accuracy Models

Increase predictive performance with massive training datasets.



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Adaptable Applications

Adapt to changing data or business goals without re-labeling from scratch.



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Auditable AI

Easily version and audit with code-based training data creation.



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Collaborative Workflows

Bring together data scientists, developers, and domain experts to build solutions previously not possible.



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Privacy-Safe Labeling

Keep data in-house or label without humans viewing the majority of the data.
















Platform —




Snorkel Flow




The only AI platform that lets you label data programmatically, train models efficiently, improve performance iteratively, and deploy applications rapidly.




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01


Label & Build
Label and build training data programmatically in hours without months of hand-labeling
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02


Integrate & Manage
Automatically clean, integrate, and manage programmatic training data from all sources
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03


Train & Deploy
Train and deploy state-of-the-art machine learning models in-platform or via Python SDK
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Analyze & Monitor
Analyze and monitor model performance to rapidly identify and correct error modes in the data




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Solutions —

Endless Use Cases

Build and deploy AI applications, previously blocked on training data, on an enterprise-grade platform.












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Technology —

Originated at the Stanford AI Lab




Snorkel's technology is based on novel research carried out from the Stanford AI Lab. It has been co-developed with some of the world’s leading organizations, represented in over 40 research papers, and taught in several machine learning courses at top academic institutions.




Research represented in 40+ academic papers at:


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Resources —

Learn More

Read about groundbreaking techniques for programmatic labeling and weak supervision developed by Team Snorkel and the broader data science community.