Where hardware goes wrong
Sheet metal and machined shops install hardware by hand or by press. A tired operator forgets one. A bin gets mixed. A press cycle fails without notice. The part moves on, and the miss surfaces at the customer. The hardware is small compared to the part, so a quick glance can miss it.
These misses are visual. The hardware is there or it is not, and it looks right or it does not. That makes them a candidate for a camera check. That makes them a candidate for a camera check, as long as the hardware faces the camera and can be seen in a fixed view. Parts where the hardware is hidden are a poor fit.
How the station would handle it
VZSOR is trained on photos of correctly assembled parts. A part with a missing nut or a different insert looks unlike the good set, so the station would flag it and show a heatmap at the spot. The operator then confirms whether hardware is truly missing.
A person looks at the flag and decides. Each result is saved with the photo, the part number, the lot or serial, and the operator, so you can show what was checked. This gives you a record of what was checked on each assembly.
Wrong versus missing
Missing hardware is a large visual change. Wrong hardware can be subtle. Two nuts of similar shape, differing in thread size or length, may look nearly identical from above. Spotting a wrong part takes more detail in the photo than spotting an empty hole, and the pilot would show whether the picture holds enough of it for your hardware.
VZSOR does not read thread size and does not measure anything. If the wrong part differs only in a way a camera cannot see, the station will not catch it. Keep your other controls for those cases. Similar parts that differ only in thread or length may pass.
Not yet validated
The validated work is one aluminum L-bracket and three defect types: dents, scratches and nicks. Assembly checks have not been tested. We are not claiming results here. Anyone who tells you a camera station handles every kind of assembly check before testing your parts is guessing, and so would we be.
A pilot would take one assembly, train on good ones, then run parts with hardware deliberately left out or swapped. The outcome would tell you whether this fits your parts. The outcome would tell you whether this fits your parts, with numbers from your own test set and not from ours. If it does not fit, you will know within the pilot window.
How a shop sets it up
- Choose one assembly and one view where the hardware is visible.
- Fix the part so the hardware sits in the same place in the frame each time.
- Photograph about 60 correct assemblies and run the wizard, about 30 minutes.
- Set aside parts with hardware missing or swapped for the pilot test set.
Limits, stated plainly
- Not yet validated. No assembly or hardware tests have been run.
- VZSOR does not identify hardware by size, grade or thread. Similar-looking wrong parts may pass.
- Hardware on a face the camera cannot see is not checked.
- Shiny hardware can make glare. Lighting needs to be tested on your part.