Solutions
Snorkel's technology powers AI-based solutions across a wide range of industries and use cases.
Request demo
Technology developed and deployed with the world’s leading organizations
AI Applications —
Intelligent Apps, Customized With Your Data
Deploy powerful AI applications, designed to be customized by your teams using your data to solve your unique needs.
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
KNOWLEDGE BASE CONSTRUCTION
Populate relational databases with information extracted from documents and structured sources.
Solutions —
Endless Use Cases
Build and deploy AI applications, previously blocked on training data, on an enterprise-grade platform.
BANKING
Conversational AI
Automate responses to client queries, (chat, email, voice) with the goal of improving client service and operational efficiency.
Contract Intelligence
Identify, extract and organize custom data from complex contracts to reduce manual operations and improve workflows.
Financial Spreading
Manage credit risk by collecting financial and non-financial data in any format from statements.
News Analytics
Extract entities, events, and relationships from news to provide analytics for sentiment, summarization, topics and trading signals.
Compliance Monitoring
Extract loan rates, credit scores, or other custom attributes from contracts, emails, reports, balance sheets, S1, and other sources to monitor compliance.
Customer Service
Predict issues and route interactions to the right team or fine-tune IVR or chatbot responses.
Credit Approval
Predict credit-worthiness with fairness and precision using extensive data and organizational resources.
Cyber Risk Management
Investigate suspicious IP addresses or traffic patterns from network data to prevent cybersecurity breaches.
Fraud Detection
Identify fraud and money laundering patterns by extracting client ID, IBAN number, and transaction details.
Intelligent Pricing
Complement traditional pricing models, enabling more accurate prediction and confidence intervals.
Know Your Customer (KYC)
Confirm customer identity to open more accounts, improve ACH success rates, and reduce fraud.
GOVERNMENT
Acquisition and Financial Management
Enhance the efficiency and effectiveness of financial operations by unlocking new analyses, insights, and operational capabilities, and ensuring regulatory compliance.
Cybersecurity
Label vast amounts of network traffic data to train machine learning models for a number of mission-critical cybersecurity applications.
Intelligence and Advanced Analytics
Analyze and connect disparate datasets, apply context and infer meaning, and ensure intelligence advantage.
Digital Transformation
Rapidly build adaptable AI applications to support your agency's unique needs, goals, and missions with latest digital technology.
Conversational AI
Route constituent communications to the right department, offer chatbot services or analyze survey data.
HEALTHCARE
Improving Patient Outcomes
Analyze patient health records to detect anomalies and find potentially problematic medical conditions, as well as assist diagnosis and treatment recommendations.
Enhancing Research
Automate data extraction from clinical trial records for digital pathology, classify medical papers by topic to improve research access, and classify patient records to identify actionable clinical trial candidates.
Claims Processing
Identify entities in patient records and recognize insured persons, loss amount, and policyholder information to process claims faster and identify potentially spurious claim behavior that indicates likely subrogation claims.
Clinical Trial Analytics
Extract key invaluable data from clinical trials and patient records, assisting with trial design, optimization, site selection, and patient recruiting.
INSURANCE
Risk Classification
Classify policy documents on the basis of the behavior or occupation to assess risk.
Claims Processing
Recognize entities like involved parties, loss amount, and the policyholder to process claims faster.
Underwriting
Evaluate risks associated with a policy by extracting contextual data from contracts and forms.
Claims Fraud Detection
Monitor documents and forms to identify potentially suspicious claims.
TELECOM
Network Optimization
Monitor network performance, detect and predict issues with precision. Efficiently reallocate resources in real-time.
Conversational AI
Automate responses to client queries, (chat, email, voice) with the goal of improving client service and operational efficiency.
Interaction Analytics
Run comprehensive analysis on network interactions, reports, and other data sources.
Customer Support
Understand customer intent and sentiment to route correctly and provide better support with lower costs.
Intrusion Detection
Detect anomalous internet traffic and respond to stop malicious activity.
Personalization
Build personalized promotions and products by analyzing customer behavior and segmentation.
Geospatial Analysis
Tie information from documents to geospatial analysis to discover new market opportunities.
Case Study —
Google used Snorkel to replace 100K+ hand-annotated labels in critical ML pipelines.
Problem
Content, product, and event classification problems change too fast to hand-label, even with significant annotation budget.
Solution
We deployed early versions of Snorkel Flow's core technology with three high-impact teams at Google, repurposing many organizational resources as labeling functions.
Results
Hours of labeling function development replaced 10-100K+ hand labels, significantly impacting the bottom line and acceleration of ML solution adoption.
6 MONTHS
of hand-labeling data replaced
in 30 mins
52%
performance improvement
100K
hand labels replaced with
programmatic approach
Read more
An End-to-end ML Platform —
Designed for Collaboration
For Data Scientists
- Ready-to-use model zoo
- Auto-generated analysis tools
- Integrated Python notebooks
For Domain Experts
- Rich data annotation suite
- Intuitive, no-code labeling UI
- Model error analysis reports
For Developers
- Fully interoperable API and web UI
- Write custom operators with Python SDK
- Integrations to deploy models at scale