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Financial Spreading




Improve the quality and consistency of credit risk analysis by extracting the necessary information from any financial statement using Snorkel Flow.



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Case Study —



Enterprise AI Made Practical




Enterprises ranging from Fortune 50 banks to global biotech, telecommunications and insurance providers use Snorkel Flow to put AI to use.


10-0x
Speedup in Training Data Creation
10-100x
Speedup in Training Data Creation
+0%
Accurate ML Models
+90%
to Customize ML Models
Minutes 0
to Customize ML Models
Minutes
Speedup in Training Data Creation

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Gain Complete Control Over Credit Decisions


With Snorkel Flow, you can build custom financial spreading AI apps to extract data from any financial or non-financial documents. Go beyond brittle, off-the-shelf software and standard statements–no costly manual labeling required.







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High-Accuracy Models


Develop highly accurate models to decrease the potential of errors with guided iteration and built-in analysis tools.







Faster, Lower-cost Extraction


Use programmatic labeling to train models that extract custom attributes in minutes instead of spending weeks or months on expensive hand-labeling.

How much debt the business has relative to its equity?

What is the average interest rate a company is paying on its debt?

Is short-term cash declining or increasing?

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LOAN APPLICATION
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10K 10Q
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INCORPORATION DOCS
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TAX STATEMENTS
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REVIEWS & SURVEYS

Rapidly Adaptable


Rapidly build apps that adapt to new attributes in a fraction of the time. Retrain models with ease to changing input data or business objectives.







Private and Secure


Pair complex qualitative risk assessment with custom quantitative analysis while keeping data private and secure. Avoid shipping data for off-premises manual labeling.

topic 1
balances & debt

equity
capital
balance
securities
contracts
debt
period

topic 2
loan risk

loans
risk
credit
commercial
rate
pci
investment

topic 3
real estate income

income
mortgage
net
millions
location
estate
expanse







Why Snorkel Flow —



A Radically New Approach to AI




Conventional AI approaches rely on generic third-party models, or brittle rule-based systems, or armies of human labelers. With Snorkel Flow, programmatically labeling unlocks a new workflow that accelerates AI app development.



With Snorkel Flow

  • Customize state-of-the-art models by training with your data & adapt to changing data or goals with a few lines of code.
  • Leverage cutting-edge ML to go beyond simple rules, and retain the flexibility to audit and adapt.
  • Label thousands of data points programmatically in hours, while keeping your data in-house and private.

With Conventional Approaches

  • Pre-trained vendor models often don’t work on your data, no way to customize, adapt, or audit.
  • Rules-based approaches often don’t perform well on complex data or adapt easily to changes in data or goals.
  • Hand-labeled ML is hugely expensive, with often no way to iterate and adapt, be privacy compliant, audit, or reuse.




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How Snorkel Flow Works —




An End-to-end ML Platform Centered Around Data




Designed to accelerate AI application development by removing the training data bottleneck.




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01



Label & Build
Label and build training data programmatically in hours without months of hand-labeling
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02



Integrate & Manage
Automatically clean, integrate, and manage programmatic training data from all sources
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03



Train & Deploy
Train and deploy state-of-the-art machine learning models in-platform or via Python SDK
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04



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






Solutions —



AI Use Cases


Build and deploy use cases previously blocked by training data by combining state-of-the-art ML with industry-specific best practices and flexible API-based integrations using Snorkel Flow.



INSURANCE
Risk Classification
Classify policy documents on the basis of the behavior or occupation to assess risk.
TELECOM & CYBER
Customer Segmentation
Build customized promotions by analyzing customer behavior and demographics.
HEALTHCARE
Clinical Trial Matching
Determine clinical trial candidates by categorizing patient records.
FINANCIAL SERVICES
News Analytics
Extract entities, events, and relationships to improve investment and risk strategies and more.
TELECOM & CYBER
Interaction Analytics
Understand every customer interaction deeply by analyzing chats, emails, and tickets.
FINANCIAL SERVICES
Financial Spreading
Manage credit risk by collecting financial and non-financial data in any format from statements.
SOFTWARE
Search Engine Optimization
Identify named entities in customer search queries and optimize content on websites.
RETAIL
Product Recommendation
Enhance recommender systems by identifying entities (price, keywords, etc.) in product descriptions.
FINANCIAL SERVICES
Contract Intelligence
Extract and organize data from a wide variety of complex contracts efficiently.
RETAIL
Product Catalogs
Extract product attributes from tables, lists, and forms for cataloging.
SOFTWARE
Email Filtering & Routing
Classify emails to remove spam and route queries to the correct channels.