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What is FICO Analytics Workbench?

FICO® Analytics Workbench™ is transforming predictive modeling through the use of machine learning and explainable AI, offering a robust suite of advanced analytic tools that help organizations optimize their decision-making processes at every stage of the customer journey. This platform equips data scientists with the ability to enhance their decision-making skills by utilizing a diverse array of predictive modeling techniques and algorithms, which include state-of-the-art machine learning and explainable AI methodologies. By combining the advantages of open-source data science with FICO's unique innovations, we deliver unmatched analytic capabilities that enable the discovery, integration, and application of predictive insights derived from data. Furthermore, the Analytics Workbench is built on the powerful FICO® Platform, which ensures the smooth integration of new predictive models and strategies into operational workflows, thus improving efficiency and effectiveness across business operations. This comprehensive approach not only enhances the quality of insights but also empowers organizations to make well-informed, data-driven decisions that can profoundly influence their overall success in the competitive landscape. As a result, businesses can harness predictive analytics to anticipate market trends and adapt strategies accordingly.

What is COLUMBO?

A universal multivariable optimizer, designed for closed-loop systems, aims to improve the performance and quality of Model Predictive Control (MPC) systems. This optimizer harnesses data from Excel files derived from Dynamic Matrix Control (DMC) by Aspen Tech, Robust Model Predictive Control Technology (RMPCT) from Honeywell, or Predict Pro from Emerson, facilitating the development and fine-tuning of precise models for various multivariable-controller variable (MV-CV) pairs. This cutting-edge optimization solution does away with the need for step tests that are usually required by Aspen Tech and Honeywell, functioning entirely in the time domain to maintain user-friendliness, compactness, and efficiency. As Model Predictive Controls (MPC) often involve numerous dynamic models—sometimes tens or even hundreds—there is a significant risk of utilizing incorrect models. Inaccurate dynamic models in MPCs can introduce bias, which appears as model prediction errors, leading to inconsistencies between expected signals and actual sensor measurements. COLUMBO emerges as a robust tool to bolster the precision of Model Predictive Control (MPC) models, effectively leveraging either open-loop or fully closed-loop data to guarantee peak performance. By tackling the risks associated with errors in dynamic models, COLUMBO not only enhances the reliability of the control system but also contributes to a more efficient operational framework. Ultimately, its implementation is expected to yield substantial advancements in control system effectiveness across various applications.

Media

Media

Integrations Supported

Aspen DMC3
Microsoft Excel

Integrations Supported

Aspen DMC3
Microsoft Excel

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

FICO

Date Founded

1956

Company Location

United States

Company Website

www.fico.com/en/products/fico-analytics-workbench

Company Facts

Organization Name

PiControl Solutions

Company Location

United States

Company Website

www.picontrolsolutions.com/products/columbo/

Categories and Features

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

Predictive Analytics

AI / Machine Learning
Benchmarking
Data Blending
Data Mining
Demand Forecasting
For Education
For Healthcare
Modeling & Simulation
Sentiment Analysis

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