Many variables from sensor quality, to localization error, to perception algorithm accuracy might prevent video cameras from answering key questions on construction sites. This article explains how last year we proved out that such a sensor can actually serve as a Ground Truth data capture device and how it became a dominant part of our supported hardware portfolio. We specifically focus on VSLAM which was one of the highest-risk R&D pieces in the stack.