A medical device company developed a new continuous vital signs monitor. Although an existing ANSI standard explicitly described how to statistically demonstrate accuracy for this type of monitor at a single time point, there was no standard for continuous measurements. We developed statistical methodology to demonstrate accuracy for continuous measurements, wrote the Statistical Analysis Plans, and conducted the data analysis for a FDA 510K submission.