Defect detection of a component in an assembly

A system, comprising:

• a housing, enclosing:
• a platform having a tiered surface, comprising a first surface and a second surface parallel to the first surface and disposed a height from the first surface, wherein the tiered surface forms an abutment surface configured as a stop against which a test assembly is abutted;
• and
• a plurality of cameras, each of the plurality of cameras positioned to capture a different view of the test assembly;
• a processing device, the processing device configured to execute instructions to:
• capture an image from each of the plurality of cameras of the test assembly that includes a plurality of components;
• analyze each of the plurality of components within each image of the plurality of images;
• determine a matching score between a corresponding profile image of each of the plurality of components within each of the plurality of images of the test assembly, wherein the matching score is more greatly impacted by a missing component than a misoriented component;
• classify the installation of each of the plurality of components based on the matching score;
• and
• generate an indication of whether the plurality of components was correctly installed in the test assembly based on the matching score;
• and a display device configured to display a graphical user interface (GUI) based on the indication as generated.