BrightBox. Our internal XAI Engine for superior service

BrightBox is the cutting-edge, second-generation eXplainable Artificial Intelligence (XAI) toolset used internally by QED Software. We leverage this technology to elevate the quality of our data science projects, ensuring our clients receive the fastest, most reliable, and most transparent AI solutions.

We use BrightBox to mitigate the common challenges in AI development:

• standardizing Quality Assurance (QA), to implement a uniform process for auditing and monitoring all client ML models.
• managing uncertainty, identifying and controlling prediction in real-time, allowing for precise intervention in critical scenarios.
• ensuring every model is deeply aligned with the client's actual business objectives and error functions.

BrightBox is our competitive advantage transforming how we deliver value:

BrightBox leverages our proprietary set of diagnostic attributes and error taxonomy to explain the underlying reasons of errors and recommend corrective actions. It allows for model errors appraisal and obtaining context error function to further improve models’ business value.

Our operational approach powered by BrightBox

BrightBox provides the necessary analytical tools, independent of the models we build for you:

• Provide data the model has been trained on and model predictions on the diagnosed dataset - BrightBox can diagnose the errors and express model uncertainty and the reasons for it.
• Appraise model errors. BrightBox can evaluate and retrain your models to better fit their true business function.
• Select a model decision to investigate. BrightBox can provide a comprehensive what-if analysis of the possible model decision scenarios for slightly different conditions