The Data-First Platform for Enterprise AI

Build, manage, and monitor end-to-end AI applications with Snorkel Flow by focusing on the part that matters: the data.

Snorkel AI has launched out of stealth! Read our launch post and see coverage at:

Technology developed and deployed with the world’s leading organizations

A radically faster approach to AI application development

AI solutions are often blocked on one crucial ingredient — the massive labeled training datasets that fuel modern approaches. Snorkel Flow is a first-of-its-kind platform that focuses on a revolutionary new programmatic approach to labeling, building, and managing these training datasets, enabling a new level of rapid, iterative development and deployment of AI applications:

Build and deploy AI in hours without months of hand-labeling
Iteratively develop, monitor, and adapt to changing inputs and objectives
Keep data private by avoiding off-premises manual labeling
Leverage your entire organization's knowledge and data to fuel AI
Platform —

A fundamentally new AI development platform centered around the data

  1. Label & Build

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

  2. Integrate & Manage

    Automatically clean, integrate, and manage programmatic training data from all sources

  3. Train & Deploy

    Train and deploy state-of-the-art machine learning models in-platform or via Python SDK

  4. Analyze & Monitor

    Analyze and monitor model performance to rapidly identify and correct error modes in the data

Industry Solutions —

Use Snorkel Flow to build powerful AI applications


  • Document & contract intelligence
  • News and social media monitoring
  • Customer support & routing
  • Anti-money laundering (AML)


  • Analyst triage
  • Named entity & event recognition
  • Relation extraction

Telecommunications & Cyber

  • Network traffic classification
  • Network anomaly detection
  • Cyber threat detection

Case Study: Top U.S. Bank

A top U.S. bank uses Snorkel Flow to quickly build AI applications that classify and extract information from their documents. On one recent time-sensitive use case, the bank had estimated over a month of hand-labeling to build a model. With Snorkel Flow, the team produced a solution that was over 99% accurate in under 24 hours, and that could be quickly and easily adapted to new problems and business lines.


Snorkel Flow Accuracy

< 24hrs

From problem start

> 250K

# Documents processed

Use cases —

A flexible platform for developing a range of use cases


Label and tag text, structured, semi-structured, and multi-modal data

  • Document classification
  • Fraud & spam detection
  • Sentiment analysis
  • Anomaly detection
  • Topic modeling

Information extraction

Extract entities, relationships, and structured information from complex documents and forms

  • Contract & document intelligence
  • Table, form, and PDF extraction
  • Named entity & event recognition
  • Knowledge management & discovery


Rank content for relevance and other custom factors

  • Content recommendation
  • Analyst triage
  • Queue prioritization
View more use cases
Technology —

From state-of-the-art research to production

Snorkel Flow productionizes years of research at the Stanford AI Lab — represented in 30+ research papers and co-developed with some of the world’s leading organizations — as well as on-going research in the broader community.

Accelerate your AI application development today