We consider production line design where the information available for equi
pment under consideration is unreliable, incomplete, or erroneous, We devel
op an analytic procedure for information gathering, which reduces uncertain
ty by systematically improving the information critical for overall design
performance. We report test results using real design cases from General Mo
tors.