MRI (Machine Resilience Insight) Measure, Correct & Explain your AI

The ability to Measure, Correct, and Explain software systems is vital for Trusted and Responsible operations. And though Artificial Intelligence (AI/ML/LLM) unlocks unprecedented potential for rapid algorithm development and value creation, there are significant challenges for AI throughout development, deployment, and maintenance which often cause project failure. These challenges are largely due to the very nature of AI, specifically the black box nature of AI as often stated - “The inputs and outputs of an AI model may be known, but how exactly the inputs are transformed into outputs is difficult to determine”.

Authentrics.ai provides a non-intrusive and efficient software solution, MRI (Machine Resilience Insight) which provides detailed measurement and monitoring of AI status and health, percentage-based attribution back to model version, and rapid redaction / correction capability for prohibited or erroneous data (e.g. PII or restricted content that may have inadvertently been included into the AI).

The Authentrics.ai MRI solution restores explainability, enables efficient correction, and establishes governance by directly measuring, correcting, and explaining content effects within AI/ML/LLM systems. By doing so, Authentrics.ai reduces operational costs, enhances oversight, reduces functional and regulatory risks, and strengthens trust in AI deployments.