Defect Detection AI

Reduce costs with smart defect detection using vision AI.

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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
“Roboflow has been instrumental in accelerating our deployment of innovative AI solutions.”

Travis Turnbull

Vice President & CIO, Pella Corporation

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.

Ask us about:

  • 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

Over 80,000 organizations build with Roboflow.

  • Rivian
  • Pella
  • Chobani
  • USG Corporation
  • BNSF Railway
  • American Woodmark
Start where you are

Vision AI is transforming businesses

Customers across the board are solving complex challenges and driving meaningful impact.

  • Automotive customer

    $10 million

    Saved by automatically detecting defects on the production line

  • Logistics & freight company

    90%

    Less time spent manually tracking shipping inventory

  • Building materials supplier

    60%

    Lower customer return rate with improved product quality

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.