Drug-Delivery Device Inspection
Catch missing/misplaced parts and verify orientation on pens, auto-injectors, and pump kits with AI vision
What It Is
Inspection of drug-delivery devices and their subassemblies for presence/absence, position/orientation, and correct labeling/marking—often across multiple plastic/metal parts and flexible tubing.
Why It's Hard
Pose and appearance vary across lots and fixtures; flexible parts don't land the same way twice, and reflective plastics create glare that trips rules-based measurements.
How Overview Solves It
Train by example in the browser: classification for present/missing and segmentation where exact area matters.
ROI-specific checks for latches, clips, and tube routes; combine decisions for clear rework guidance.
Frequently Asked Questions
What images do you need to start?
We need 20-50 images showing good parts, edge cases, and any known defects. More variety helps the model generalize better.
Which camera should I use?
For mixed inspections with multiple part types, the OV20i is ideal. For simple presence/absence checks, the OV10i provides fast, cost-effective classification.
How long does training take?
After labeling your images in the browser, training typically takes 5-15 minutes. You can validate and adjust thresholds immediately.
Ready to Get Started?
Book a 30-minute device spec review to see how Overview can solve your inspection challenges
Book a DemoApplication Resources
Products for Pharma & Medical
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OV80i Vision System
Best for: micro-defects & precision measurement on small/reflective parts
OV20i Smart Camera
Best for: compact all-in-one surface/assembly checks and mixed defects
OV10i Smart Camera
Best for: fast classification & presence/absence (labels applied, kit completeness)