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Traditionally, reliability of a product is estimated or predicted using known constant failure rates of components or assumed probability distributions. There can be significant differences between predictions and actual product performance. In this paper, an alternative reliability prediction approach is developed. The reliability of a system is estimated with upper and lower boundaries.