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Request a free custom LLM evaluation today!   Submit a request
 * Product
    * * AI DATA DEVELOPMENT PLATFORM
      * Snorkel Flow – Programmatically label and curate your data to develop AI
        100x faster.
      * Snorkel Custom – Accelerate delivery of production AI with Snorkel
        expertise.
    * * USE SNORKEL FOR
      * Computer vision – Transform images into valuable, actionable, insights.
      * Data labeling & annotation – Accelerate AI development using
        programmatic data operations to create and enrich training data.
      * GenAI – Build high-quality generative AI applications using your data
        and domain knowledge.
      * LLM fine-tuning – Adapt LLMs to your specific business needs 100x
        faster.
      * Model distillation – Distill LLMs into smaller, high-performance,
        production-ready models.
      * Enterprise AI – Build high-quality, specialized AI with your data and
        subject matter expertise quickly and efficiently.
    * * FEATURED RESOURCE
      * Join our upcoming weekly demo of Snorkel Flow and see how to apply AI
        data development to your use case and get your questions answered live
        by a Snorkel ML engineer.Register now

 * Solutions
    * * INDUSTRIES
      * AI for banking – Personalize customer interactions, manage risk, and
        improve resource
      * AI for healthcare – Speed clinical trial success, improve patient
        outcomes, and enhance research.
      * AI for government – Build machine learning models and AI applications
        across a wide variety of missions and use cases.
      * AI for insurance – Detect fraud, speed claims processing, and improve
        underwriting workflows.
      * AI for telecom – Assess network health, tailor customer support, and
        detect security risks.
    * * AI APPLICATIONS
      * Document classification – Improve performance by exploiting features
        unique to your data with custom classification apps.
      * Named entity recognition – Solve domain-specific syntactic and semantic
        challenges with precise NER apps.
      * Information extraction – Collect useful text and data from virtually any
        table or form with flexible extraction apps.
      * Conversational AI – Automate responses to customer inquiries to improve
        efficiency and customer satisfaction.
      * Sentiment analysis – Tackle complex NLP challenges with nuanced
        sentiment analysis apps.
    * * FEATURED RESOURCE
      * Snorkel Flow success stories: the ultimate collection – Learn how
        Snorkel Flow is powering AI innovation for the Fortune 500 and
        beyond.Download now
   
    * See all industries and AI applications

 * Technology
    * * SNORKEL RESEARCH
      * Snorkel research project – Learn how Snorkel open source has advanced to
        production as the Snorkel Flow platform
      * Research library – Explore 100+ peer-reviewed papers as part of the
        Snorkel research project
    * * CORE CONCEPTS
      * Data-centric AI
      * Data labeling
      * Foundation models
      * Generative AI
      * Large language models
      * Programmatic labeling
      * Weak supervision
    * * FEATURED RESOURCE
      * Snorkel Flow and weak supervision 101 – Discover the benefits of weak
        supervision for enterprise AI in this primer to Snorkel and data-centric
        AI.Download now

 * Case studies
    *  * FEATURED CASE STUDIES
      
       * Apple
       * Big four consulting firm
       * Georgetown University’s CSET
       * Fortune 50 bank
       * Google
       * Fortune 500 telecom
       * Intel
       * Global custodian bank
       * Memorial Sloan Kettering Cancer Center
       * Global financial services leader
       * Pixability
       * Top 3 US bank
       * Schlumberger
       * Top 5 pharma
       * Stanford Medicine
       * Top US bank
   
    * * FEATURED RESOURCE
      * Snorkel Flow success stories: the ultimate collection – Learn how
        Snorkel Flow is powering AI innovation for the Fortune 500 and
        beyond. Download now
   
    * See all case studies

 * Resources
    * * INSIGHTS
      * Blog – Discover the latest posts from Snorkel AI experts, industry
        leaders, and researchers.
      * Research papers – Explore 100+ peer-reviewed papers as part of the
        Snorkel research project
      * Frequently asked questions – Explore our library of FAQs on scalable AI
        development, Snorkel Flow, and data-centric AI
    * * ENGAGE
      * Events and webinars – Attend our upcoming live webinars and events to
        discover new ideas and make connections.
    * * FEATURED RESOURCE
      * An intro to programmatic labeling – See how to automate data labeling
        and generate massive, high-quality datasets in minutes.Watch now

 * Company
    * * COMPANY
      * About us – Snorkel AI is redefining how AI applications are built. Learn
        about our mission, team, and culture.
      * Careers – We’re bringing together some of the best minds in AI and
        machine learning. Join us.
      * Press and news – Read the latest news about Snorkel AI and Snorkel Flow
        customers
    * * PARTNERS
      * Partners – We work with an innovative ecosystem of partners focused on
        delivering value through data-centric AI.
    * * FEATURED RESOURCE
      * The Future of Data-Centric AI 2023 – Watch 30+ sessions on demand and
        explore the next wave of AI advancement powered by data-centric AI.Watch
        now

 * Join a demo
 * Get started

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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.
Learn more
Developed at the Stanford AI Lab and proven at world-leading companies



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.
Read the Wayfair Story


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.
Read the Snorkel study


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.

Learn more


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.
Learn more


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.
Learn more


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.
Learn more


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.
Learn more


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.
Learn more
“Since having Snorkel Flow, we've more than doubled our ability to pick up these
kinds of [NLP] tasks”

Catherine Aiken
Director of Data Science and Research

Learn more
“We accurately labeled a few thousand pathology reports (95% accuracy, 85%
precision) with one domain expert in days versus weeks using Snorkel Flow.”

Janet Mak
Deputy CIO and VP of Digital Solutions

Learn more
“Programmatic labeling provides a history of high-quality, purpose-labeled data,
that's important for unlocking the business value in most of our AI/ML use
cases.”

Max Williams
AI Platform Product Manager

Learn more


POWER HIGH-VALUE USE CASES

Deploy innovative and mission-critical AI applications that you can trust.


NLP

Process unstructured text with document classification, text extraction, and
more


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.

FINANCE

8 of the top 15 US banks



HEALTHCARE

5 of the top 10 Pharmaceutical companies

INSURANCE

3 of the top 10 Insurance companies

GOVERNMENT

5 of the top 10 US agencies

Learn more


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.
Learn more

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.

Get started


RECOGNIZED INDUSTRY WIDE




ARE YOU READY TO DIVE IN?

Build high-quality AI 100x faster with Snorkel Flow, the AI data development
platform.
Get started


PRODUCT

 * Snorkel Flow
 * Label
 * Model
 * Foundation models
 * Enterprise


SOLUTIONS


AI APPLICATIONS

 * Document classification
 * Named entity recognition
 * Information extraction
 * Conversational AI
 * Sentiment analysis


INDUSTRY USE CASES

 * AI for banking
 * AI for government
 * AI for healthcare
 * AI for insurance
 * AI for telecom


TECHNOLOGY

 * Snorkel AI Technology
 * Data-centric AI
 * Data labeling
 * Foundation models
 * Generative AI
 * Large language models
 * Programmatic labeling
 * Weak supervision
 * Snorkel research project


CASE STUDIES

 * Apple
 * Big four consulting firm
 * Fortune 50 bank
 * Fortune 500 telecom
 * Global custodian bank
 * Global financial services leader
 * Global insurance leader
 * Google
 * Intel
 * Memorial Sloan Kettering
 * Stanford Medicine
 * Tide
 * Top 5 biotech
 * Top US bank


RESOURCES

 * Blog
 * Events
 * FAQ
 * RAG vs. fine-tuning
 * Gartner® Hype Cycle™ for Artificial Intelligence, 2023
 * Press
 * Research papers
 * Security


COMPANY

 * Overview
 * Careers
 * Logos and brand assets


CONTACT

 * Contact us
 * Request a demo


COMPLIANCE




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