This document discusses how reducing uncertainty in engineering projects can save significant time and money. It provides five examples of sources of uncertainty in pipe measurement and welding projects, and how better measurement tools and specifications can eliminate ambiguity and issues. Reducing uncertainty through qualified inspection teams, traceable measurement equipment, clear documentation, and ensuring pipes are properly sorted and fitted prior to welding can help projects avoid costly delays or disputes. The document concludes that while uncertainty inevitably exists, addressing it through specialized solutions and services can far outweigh their costs.