If the life is 12,000 hours, and we replace it at 7,000...

If the life is 12,000 hours, and we replace it at 7,000 hours, we save a lot of money by avoiding expensive repairs, but we lose almost 5,000 hours of life. With this technology, we will monitor the circuits better and use data processing technology to dip into the deep information. If we can find the point in the life of a component that is close to failure, but not yet failed, we could reduce the cost of repair even more.