Snorkel AI
The Data-Centric AI Platform.
Overview
Snorkel AI provides a data-centric AI platform, Snorkel Flow, that enables enterprises to build, adapt, and manage foundation models and LLMs. It focuses on programmatic data labeling, allowing subject matter experts to create high-quality training data efficiently. The platform integrates data development, model training, analysis, and deployment to accelerate the entire AI development lifecycle.
✨ Key Features
- Programmatic data labeling
- Weak supervision to combine and denoise labeling functions
- Data-centric AI development workflow
- LLM fine-tuning and adaptation
- Model analysis and error analysis tools
- Support for text, image, and document data
🎯 Key Differentiators
- Pioneering data-centric AI and programmatic labeling
- Empowers subject matter experts to contribute to AI development
- Faster and more scalable than manual data labeling
Unique Value: Unlocks the ability to build powerful AI models on complex, proprietary data by programmatically creating high-quality training datasets.
🎯 Use Cases (5)
✅ Best For
- Contract analysis in legal and financial services
- Clinical trial document processing
- Customer support ticket classification
💡 Check With Vendor
Verify these considerations match your specific requirements:
- Problems where large amounts of high-quality labeled data already exist
- Use cases outside of natural language processing
🏆 Alternatives
Offers a much faster and more scalable way to create training data compared to manual labeling, and provides a more integrated platform than using open-source tools alone.
💻 Platforms
🔌 Integrations
🛟 Support Options
- ✓ Email Support
- ✓ Phone Support
- ✓ Dedicated Support (Enterprise tier)
🔒 Compliance & Security
💰 Pricing
Free tier: NA
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