Explainable AI, Understood

The Only Interpretability Platform for SME’s

Lack of transparency is a key challenge in the assimilation of advanced Machine Learning (ML) models that require a high level of expertise. This challenge is further intensified in highly regulated industries such as healthcare and finance. 

Accountability and trust in Artificial Intelligence (AI) are difficult for most organizations to achieve. That’s where Demystify comes in, leveraging propriety methods to help Subject Matter Experts (SME’s) gain insight into the decisions of complex AI models so they have the knowledge needed to properly evaluate and choose whether to trust the recommendations of the models. Demystify has developed an advanced AI solution that explains and validates any ML model. Our technology can make any black-box ML model decision transparent and clear, in addition to providing actionable insights about its decisions.

Our Technology

Black Box Models – The Challenge Today

The capabilities of AI models are constantly improving, and companies across a range of industries are interested in leveraging their power. However, complex AI models lack transparency and accountability – qualities that are particularly important in regulated sectors like finance, healthcare and insurance. The decisions made by models need to be objectively assessed – and this is particularly challenging when the consumer of these decisions is not a data scientist. We must bridge the gap between the technical complexity of ML models and in-house domain expertise – and ensure results are interpretable and can be easily explained.

The “Glass Box” Transformation – Demystify’s Answer

Demystify is a complete solution for interpreting decisions made by complex AI models, evaluating such models and monitoring their performance. By incorporating advanced explainability techniques combined with proprietary methods, Demystify helps domain experts understand the decisions of such AI models. Demystify’s model-agnostic solution runs multiple analyses and automatically provides insights in a language that domain experts can fully understand.

Demystify’s intuitive visualizations help experts make informed decisions about whether to trust the decisions the model makes. In addition, Demystify addresses regulatory compliance requirements by providing explanations for these decisions.

Our Solution Includes

Interpretability (SME) Module

Addresses the daily user needs. Provides insights and explanations about the model predictions for a certain customer / patient.

Risk Validation Module

Empowers the Model Risk Assessment team. Provides actionable insights and alerts about the model's risks, limitations, blindspots, and bias during development and deployment.

Monitoring Module

Addresses the Model Risk Management requirements to monitor and verify the model performs well after deployment.

Praise from our clients

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Praise from our clients

Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum.

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