Machine Essence Corporation (MEC), dba: System Asset Health Assurance Sciences, LLC (SAHAS for short) was formed by retired professors and researcher of The University of Texas at Austin (UT) and industry leaders, with combined 65+ experience professionals to commercialize intellectual property developed at UT over the last 28 years. The main focus is to provide asset health diagnostics & prognosis to industrial customers, based on applied sciences that include: observability of nonlinear dynamic systems, communication information theories, degradation entropy generation, and confidence prediction & decision-support based on applied intelligence.