End-to-end AI-powered applications

Build, deploy, and manage end-to-end applications for immediate ROI in a wide range of use cases.

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


  • PDF form & multi-modal data processing
  • Fraud detection
  • Claims management & routing


  • Medical record extraction
  • Medical device monitoring
  • Physician assist & triage


  • Policy enforcement
  • Product cataloging
  • Fraud & spam 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


Ranking of content for relevance and other custom factors

  • Content recommendation
  • Analyst triage
  • Queue prioritization

Case Study: Proven Technology

Snorkel Flow is based on technology developed at the Stanford AI Lab, and deployed with some of the world's leading organizations. For example, the Snorkel AI team deployed an early version of the Snorkel Flow technology with teams at Google, finding that it could replace hand-labeling hundreds of thousands of data points and offer increased flexibility and speed.


Hand labels replaced


Improvement by repurposing organizational resources


Labels in < 30 min.

Roles —

A platform for cross-functional collaboration

Successful AI solutions require collaboration across roles and teams — from the subject matter expert's knowledge to the ML engineer's deployment pipeline, Snorkel Flow is the only end-to-end platform that truly brings all roles together via the data.

Data Scientists

Accelerate your data science development process. Go fast and deep in developing complex machine learning applications quickly and with full access to modern, state-of-the-art techniques.

  • Build and manage training data and models with rich programmatic input
  • Use both GUIs and managed notebooks for speed and flexibility
  • Powerful data visualization, analysis, and monitoring tools

Subject Matter Experts

Go far beyond hand-labeling data. Inject rich domain expertise and drive end-to-end AI solutions.

  • End-to-end push-button GUIs
  • Expressive programmatic data labeling and management operations
  • Powerful data viewing, error analysis, and export capabilities

ML Engineers

Break free of the hand-labeled training data bottleneck. Rapidly and iteratively develop training datasets and then train, deploy, and monitor pre-installed or custom models.

  • Rapidly and iteratively develop, manage, and version training datasets and models
  • Push-button AutoML for model training & hyperparameter selection
  • Built-in model zoo or full Python SDK connectivity for custom model integration
Roadmap —

From research to production

Snorkel Flow builds on and productionizes years of research represented in over thirty peer-reviewed research papers and deployments with some of the world’s leading organizations, covering use cases in text, structured, semi-structured, telemetry, image, video, time series, and other data types.

Semi-Structured Data

  • Form parsing
  • PDF table extraction
  • Contract & Financials analysis
  • And more …

Image Data

  • Activity identification
  • Anomaly detection
  • Scene graph extraction
  • Spam detection
  • And more …

Video & Time Series Data

  • Activity identification
  • Video search & Query
  • Spam detection
  • And more …

Accelerate your AI application development today