End-to-end AI-powered applications
Build, deploy, and manage end-to-end applications for immediate ROI in a wide range of use cases.
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Industry Solutions —
Use Snorkel Flow to build powerful AI applications
Finance
- DOCUMENT & CONTRACT INTELLIGENCE
- NEWS AND SOCIAL MEDIA MONITORING
- CUSTOMER SUPPORT & ROUTING
- ANTI-MONEY LAUNDERING (AML)
Government
- ANALYST TRIAGE
- NAMED ENTITY & EVENT RECOGNITION
- RELATION EXTRACTION
Telecommunications & Cyber
- NETWORK TRAFFIC CLASSIFICATION
- NETWORK ANOMALY DETECTION
- CYBER THREAT DETECTION
Insurance
- PDF FORM & MULTI-MODAL DATA PROCESSING
- FRAUD DETECTION
- CLAIMS MANAGEMENT & ROUTING
Healthcare
- MEDICAL RECORD EXTRACTION
- MEDICAL DEVICE MONITORING
- PHYSICIAN ASSIST & TRIAGE
E-commerce
- 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.
0.1%
Snorkel Flow Accuracy
< 0hrs
From problem start
> 0K
# Documents processed
Use cases —
A flexible platform for developing a range of use cases
Classification
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
Rank 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.
10-0K+
Hand labels replaced
0%
Improvement by repurposing organizational resources
0M+
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.
Data Scientists
- 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 …
View more technology details