Solutions

Snorkel's technology powers AI-based solutions across a wide range of industries and use cases.

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

Intelligent Apps, Customized With Your Data

Deploy powerful AI applications, designed to be customized by your teams using your data to solve your unique needs.
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DOCUMENT CLASSIFICATION
Improve performance by exploiting features unique to your data with custom classification apps
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NAMED ENTITY RECOGNITION
Solve domain-specific syntactic and semantic challenges with precise NER apps
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INFORMATION EXTRACTION
Collect useful text and data from virtually any table or form with flexible extraction apps
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SENTIMENT ANALYSIS
Tackle complex NLP challenges with nuanced sentiment analysis apps
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ANOMALY DETECTION
Discover outliers in your data in real time with fast anomaly detection apps
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KNOWLEDGE BASE CONSTRUCTION
Populate relational databases with information extracted from documents and structured sources.

Solutions —

Endless Use Cases

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

Explore solutions

Case Study —

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Google used Snorkel to replace 100K+ hand-annotated labels in critical ML pipelines.

Problem

Content, product, and event classification problems change too fast to hand-label, even with significant annotation budget.

Solution

We deployed early versions of Snorkel Flow's core technology with three high-impact teams at Google, repurposing many organizational resources as labeling functions.

Results

Hours of labeling function development replaced 10-100K+ hand labels, significantly impacting the bottom line and acceleration of ML solution adoption.
6 MONTHS
of hand-labeling data replaced in 30 mins
<0hrs
To develop the first custom ML model
52%
performance improvement
+0%
Accuracy for contract classification
100K
hand labels replaced with programmatic approach
0K
Contracts processed in minutes
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An End-to-end ML Platform —

Designed for Collaboration

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For Data Scientists

  • Ready-to-use model zoo
  • Auto-generated analysis tools
  • Integrated Python notebooks
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For Domain Experts

  • Rich data annotation suite
  • Intuitive, no-code labeling UI
  • Model error analysis reports
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For Developers

  • Fully interoperable API and web UI
  • Write custom operators with Python SDK
  • Integrations to deploy models at scale