Automated Product Defect Identification
Knowing that a product failed is only part of the picture. LabCraft builds automated systems that recognise defects and sort them into categories as they occur, giving quality teams the information they need to fix causes, not just reject parts.
Reduces operational errors, minimizes waste, and ensures consistent quality assurance.
What the work covers
Intelligent automated systems engineered to recognize and categorize product defects in real time.
- Real-time recognition: defects identified as products move through inspection rather than in later batch reviews.
- Defect categorisation: scratches, cracks, missing features and other defect types separated into meaningful classes.
- Consistent quality assurance: the same criteria applied every time, reducing variation between inspectors and shifts.
- Less waste: earlier detection helps stop defective output before more material and time are spent on it.
Defining what counts as a defect
Every product has its own tolerances. Work starts by collecting examples of acceptable and defective items and agreeing on categories with your quality team, so the system reflects your standards rather than generic ones.
Where it applies
- Surface defectsScratches, dents, stains or cracks visible on a product surface.
- Missing or misplaced featuresComponents, labels or markings that are absent or out of position.
- Packaging checksDamaged, incomplete or incorrectly sealed packaging.
- Root-cause trackingCategorised defect records that help teams trace recurring issues.
How we work together
- Defect review: products, defect types and current reject handling.
- Sample collection and category definition with your quality team.
- Model development and evaluation on held-out samples.
- Deployment, monitoring and refinement as new defect types appear.
Email an inquiry
To discuss automated product defect identification, write to business@labcraft.store. It helps to include:
- Products and typical defect types
- How defects are currently found and recorded
- Examples of defective and acceptable items
- Production speed and inspection points