QuantPi has built an automated explainability platform that enables every machine learning expert to become an explainable AI (XAI) expert and every non-technical expert to obtain actionable data insights. Their core technology, PiCrystal, consists of proprietary XAI decomposition techniques. It decomposes a large number of XAI algorithms into "building blocks." After decomposition, PiCrystal creates new XAI algorithms by re-assembling various parts of the XAI algorithms to better address specific explainability tasks. This framework allows companies to combine the advantages of multiple explainability techniques, automatically select the most relevant explanation technique based on specific use-case, and implement trusted and explainable AI models into business processes.
