Rivac LabsVisual Quality Inspection & Defect Detection
Manual visual inspection is inconsistent by nature — inspectors get tired, standards drift between shifts, and a subtle defect that costs a recall or a warranty claim can slip through on a bad day. This service builds a computer-vision inspection system trained on your specific product line and defect catalog, so every part gets checked against the same standard at line speed, every time. It's for manufacturers who need to catch scratches, misalignments, contamination, or dimensional defects earlier and more reliably than a human can sustain across an eight-hour shift. The system is calibrated with your quality team, not against it — it's tuned to match how your inspectors already define a defect, then made consistent at scale.
How We’d Approach This
A clear, staged plan — not a black box
- 1
Diagnose: review the production line and collect sample images of both good parts and every known defect type, and define precisely what counts as a defect.
- 2
Pilot: train a defect-detection model on the labeled samples and run it against a real batch of parts alongside your human inspectors.
- 3
Review: compare the model's calls to your inspectors' calls side by side, and tune the threshold to balance false rejects against missed defects.
- 4
Build: integrate the model with your line hardware and camera triggers, add a defect-tracking dashboard, and document the process for adding new defect types later.
What You Get
Deliverables from this engagement
- A trained defect-detection model calibrated to your product line and defect catalog
- Integration with line hardware and camera triggers for real-time inspection
- A dashboard tracking defect rates, types, and trends over time
- A calibration report showing the false-reject versus missed-defect trade-off
- A documented process for adding new defect types as products change
Six Ways We Could Architect This
Different engagement, different build — pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start — scoped small enough to prove itself before you commit to anything bigger.
Talk to us about Visual Quality Inspection & Defect Detection