Programmatic data development to accelerate enterprise AI
Programmatic data development to accelerate enterprise AI
Train off-the-shelf LLMs on your custom data for faster, production-quality results.
Introducing
Snorkel Custom
Accelerate AI development for the enterprise with a hands-on accelerator that pairs Snorkel Flow with Snorkel AI researchers and ML practitioners.
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Unlock the potential of AI with your data
Build high-quality AI 100x faster with programmatic data development.
Label data at scale
Manually labeling and curating data for training or fine-and tuning models can take person-months. Snorkel Flow enables you to develop higher-quality data 100x faster.
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Fine-tune LLMs
Generic LLMs don't work well enough for your domain-specific, high-value problems. Snorkel Flow empowers you to fine-tune LLMs using your data, enabling you to build models you can trust.
Learn how to fine-tune LLMs
Build specialist models
LLMs are extremely slow and expensive to use in production. Using Snorkel Flow, you can distill LLMs into 1000x smaller and cheaper models with the same or better accuracy.
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AI data development—powered by Snorkel Flow
Trusted, high quality AI that is purpose-built with your data & expertise and less expensive to train and operate.
Based on 100+ peer-reviewed research papers
Born out of the Stanford AI lab and in collaboration with leading research institutions, Snorkel AI has published over 100 peer-reviewed research papers on data development and LLMs, with special recognition at events such as NeurIPS, ICML, and ICLR.
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Develop AI data programmatically
Wrangling your data is crucial and challenging, even with the latest LLMs. Snorkel Flow captures and encodes your domain expertise and automates manual tasks like filtering, curating, labeling, and slicing.
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Increase accuracy with guided error analysis
LLMs often face issues such as producing hallucinations, preventing them from being deployed in enterprise settings. Snorkel Flow gives you the tools to systematically identify errors and accurately develop data slices to improve quality.
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Customize and fine-tune the latest LLMs
Backed by Snorkel's cutting-edge AI research, Snorkel Flow empowers you with access to both the latest open-source and closed-source models, and state-of-the-art techniques like prompting, retrieval-augmented generation, fine-tuning, instruction-tuning, and pre-training, all within a robust, enterprise-grade platform.
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Unify prompting, RAG, and fine-tuning
Streamline your programmatic data curation and model customization on a single platform with Snorkel Flow. Leverage RAG connectors for in-depth context, and make swift adjustments to fine-tune AI performance to your unique business demands.
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Foster innovation through multi-persona collaboration
Snorkel Flow helps you efficiently harness your SME and annotation teams’ collective expertise by seamlessly collaborating directly with business and data science teams.
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Power high-value use cases
Deploy innovative and mission-critical AI applications that you can trust.
Computer Vision
Power computer vision pipelines with images, multi-modal data, and more
Generative AI
Tailor generative experiences with text summarization, chatbots, and more
Build domain-specific AI
Transform your data and knowledge into domain-specific AI applications reliably, across your organization.
Interoperable with your AI stack
Snorkel Flow supports cloud and on-premises infrastructure, providing enterprise-grade security, governance, and integrations with popular platforms and tools.
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Data ingest
Quickly and securely integrate
to data pipelines or upload
data locally.
Enterprise Grade
Snorkel Flow is engineered to be easily and securely integrated into enterprise environments.
Production serving
Deploy your models within Snorkel Flow or export to your preferred service.
Infrastructure
Host Snorkel Flow within the secure infrastructure of
your choice.
Recognized industry wide
Are you ready to dive in?
Build high-quality AI 100x faster with Snorkel Flow, the AI data development platform.
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