Could this software help users trust machine learning decisions?

MindfuL is designed to help address that gap by providing more context around those outputs. For instance, the company says its program will issue statements such as" "The machine learning system has navigated obstacles in sunny, dry environments 1,000 times and completed the task with greater than 99 percent accuracy under similar conditions;" or "The machine learning system has only navigated obstacles in rain 100 times with 80 percent accuracy in similar conditions; manual override recommended." Those types of statements can help users evaluate how much confidence they should place in any individual decision produced by the system.