Defect Detection AI

Reduce costs with smart defect detection using vision AI.
Shipping container with OCR output

Defect AI For Solving Manufacturing’s Toughest Problems

Instant Insights, Smarter Decisions

Real-time visibility with vision AI at the edge in any facility, facilitating learning across teams.

One Platform, Full Adoption

Easy tools for every team from developers to business users - no ML team required.

Secure and Reliable, Always

Data stays safe with SOC 2 Type II compliance, encrypted data, HIPAA compliance, and an uptime SLA.
Surface Defects
Foreign Objects
Dimensional Variations
Color Defects
Assembly Errors
Packaging Defects
Surface Defects
Foreign Objects
Dimensional Variations
Color Defects
Assembly Errors
Packaging Defects
Surface Defects
Foreign Objects
Dimensional Variations
Color Defects
Assembly Errors
Packaging Defects
Surface Defects
Foreign Objects
Dimensional Variations
Color Defects
Assembly Errors
Packaging Defects

Talk to a Vision AI engineer who's shipped defect detection on the line.

A defect that slips past inspection, a surface flaw, a foreign object, an assembly error, or an out-of-spec dimension, can mean scrap, a customer return, a recall, or rework that quietly eats your margin all quarter. Bring us your toughest defect problem and we'll map a working solution on the first call.
  • Solution architecture for ISO 9001, IATF 16949, and AS9100 quality systems, with AQL gating across surface, dimensional, assembly, and packaging defects
  • Live demo on your own line footage, part and package images, or current reject samples
  • Deployment options: line and station cameras, robotic cells, final-QC stations, edge, on-prem, or VPC
  • ROI modeling against scrap, rework, customer returns, and recall exposure
We will connect you with an AI subject matter expert on our team based on your answers.
What challenges would you like to solve with vision AI?
Where will you run vision AI?
Are you replacing a current solution with AI or will this be a new solution?
How many detections do you anticipate per month?
Describe the business problem you would like to solve.
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Over 16,000 organizations build with Roboflow.

“Roboflow has been instrumental in accelerating our learning and deployment of innovative AI solutions”
Travis Turnbull Vice President & CIO, Pella Corporation
See customer stories
Trusted by top manufacturers

Vision AI is transforming manufacturing

Customers are deploying solutions across the entire business and driving meaningful impact
$0 million
Saved by automatically detecting defects
0%
Less time spent manually tracking inventory
0%
Reduction in customer return rate

Detect Defects Early, Reduce Waste, Maximize Quality with AI

Turn hidden defects into instant insights with Roboflow’s defect AI- built for fast-paced, high-stakes production environments. Whether you're inspecting raw materials, in-line products, or returned inventory, Roboflow delivers accurate, scalable defect detection with flexible infrastructure that fits any facility.

Surface and Structural Defect Detection:

  • Detect cracks, dents, scratches, and deformation on metal, plastic, glass, and more
  • Identify wear, fractures, or impact damage on components and equipment
  • Catch chipped edges, broken parts, or misalignments in real time

Packaging and Transport Quality Control:

  • Flag crushed boxes, torn wrap, or punctured packaging instantly
  • Verify seals, lids, and containers before they leave the line
  • Validate incoming and returned goods automatically

High-Speed, High-Accuracy Inspection:

  • Monitor production lines without slowing throughput
  • Trigger real-time alerts for out-of-spec or unsafe products
  • Reduce manual inspection and improve accuracy at scale

Bring intelligence to every inspection today. Prevent defects from reaching your customers, disrupting operations, or driving up costs.

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Vision AI is transforming every industry. Let’s transform yours.