User:Gubiganguly/sandbox

= CognitiveScale =

CognitveScale is a Artificial intelligence (AI) start up focused on detecting and remediating Algorithmic bias in enterprise software. The organization was founded in Austin, Texas in 2013 by Matt Sanchez and has offices in New York, London and India. The company has been recognized by the World Economic Forum for positively impacting business and society through responsible AI. Backed by over 100 AI Patents, their Cortex AI Platform is their flagship AI product being sold to enterprises as a trusted AI solution.

Offerings
CognitiveScale offers artificial intelligence tools to enterprises regarding: AI Composition, AI Personalization, Optimized AI and AI Trust & Governance. These tools are mostly comprised in there Cortex AI Platform which is their flagship AI product. Their products currently serve personalized AI solutions to more than 100 million customers.

AI Composition
The Cortex AI Platform provides a Graphical user interface (GUI) to quickly compose new AI solutions. The GUI features a building block design allowing clients to drag and drop popular Machine learning algorithms and custom Data sets as inter-connected modules. These modules feature various plug-ins and configurations allowing for higher levels of control for different levels of users. The aim of this product is to make building artificial intelligence tools more accessible to non-technical developers.

AI Personalization
The Cortex AI Platform features a tool known as Profile-of-One which allows clients to gain a better understanding of key entities within their enterprise. Key entities include: customers, products, polices, claims and providers. Profile-of-One collects: email, web, social media, demographic and more data on an entity to gain a better understanding of it. It then uses AI-models from the Cortex AI Platform to derive predictions and insights for the clients to build actions upon.

Optimized AI
CognitiveScale offers tools to optimize a clients business processes using their Cortex AI Platform. They allow clients to set business objectives to optimize there enterprise processes and run data-driven simulations to observe potential outcomes. Clients can use these AI solutions to optimize current processes and discover potential new processes in simulations with lower risk of development.

AI Trust & Governance
The Cortex AI Platform offers various metrics to evaluate the fairness and robustness of its AI solutions. Their software evaluates an AI solution based on these four questions:


 * How did the AI and model arrive at its predictions?
 * Has the model been unfair to a particular group?
 * Is the model compliant with industry regulations?
 * How easily can the model be fooled?

The platform automates data and model vulnerability detection and creates black-box transparency. It explains decisions from predictive models, uncovers bias and finds weaknesses in the data. The platform generates a numeric score based on 6 key elements of trust: fairness / bias, robustness, explainability, accuracy, compliance, and data quality. It also provides industry benchmarks to compare your models against.