Kit Error Proofing AI

Check every sequenced kit against the vehicle it's built for, from the kitting area to the last part installed.

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Automated computer vision inspection of an assembly kit tray identifying components like brackets, connectors, clips, and screws, highlighting an incorrect right-hand bracket in red.

Kit Error Proofing AI for the Toughest Car and Truck Assembly Lines

  • Deploy Anywhere, Run Everywhere

    Run kit error proofing over kitting benches, kit carts, AGV handoffs, and line-side stations, on the edge, on-prem, air-gapped, in your VPC, or via API.

  • One Platform, Full Adoption

    Tools every plant team can adopt, from kitters and material handlers to line operators and manufacturing and quality engineers, no separate ML team required.

  • Secure, Compliant, and Audit-Ready

    Data stays safe with SOC 2 Type II compliance, encrypted data, and an uptime SLA, with an image of every kit for each VIN that supports IATF 16949 quality systems.

  • Kit Contents Against the VIN Build
  • Wrong Variant, Trim & Hand
  • Missing & Extra Parts in the Kit
  • Kit-to-Vehicle Match at Line Side
  • Empty Kit Check After Install
  • Per-VIN Kit Records
“The vision AI solutions we developed with Roboflow have been a core component of connecting our teams and unlocking their ability to collaborate.”

Lou Stocco

Director of Manufacturing Advanced Analytics, USG

Read the full story

Talk to a Vision AI engineer who's shipped in automotive manufacturing.

Bring us your toughest kit error proofing problem and we'll map a working solution.

Ask us about:

  • Solution architecture that fits your kitting area, build data, and IATF 16949 quality system
  • A live demo on images of your own kits and kit carts
  • Deployment options: edge, on-prem, air-gapped, or VPC
  • ROI modeling against line stops, repairs, warranty claims, and audit hours

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

Error-Proof Every Kit, from the Kitting Bench to the Last Part Installed

Add a real-time error-proofing layer to every kit with Roboflow Vision AI for kit error proofing. Built for car and truck plants where parts for each vehicle are picked into sequenced or ride-along kits that follow the build order, the right bracket for one trim looks almost identical to the wrong one, and a single wrong-hand part, missing clip, or kit delivered to the wrong vehicle means a line stop, a repair loop, or a defect that reaches the customer.

At the kitting area:

  • Check every pocket in the kit holds the right part for that VIN's build: variant, trim, color, and left or right hand.
  • Flag missing, extra, and doubled parts, and count fasteners and small parts in each pocket.
  • Catch look-alike part mix-ups before the kit leaves the bench, alongside a poka-yoke vision system.

At line side:

  • Read the kit label or tag with OCR and match it to the vehicle in station, so a kit is never used on the wrong vehicle.
  • Confirm the kit arrived complete and on time, and flag kits that are out of sequence or late.
  • Hold the station or call for a replacement kit the moment a mismatch is found.

After install and records:

  • Check the kit is empty when the station finishes, so a part left behind flags a missed install on that vehicle.
  • Store an image of every kit at each check for its VIN, for audits and warranty investigations.
  • Trend errors by kit, part, kitting station, and shift to find where they start.

Bring intelligence to every kit today. Stop wrong parts, wrong kits, and missed installs from becoming line stops, repairs, and defects in the field.

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Frequently asked questions

What is kit error proofing with Vision AI?

Kit error proofing with Vision AI uses cameras at the kitting area and the line, plus trained computer vision models, to check that each sequenced kit holds the right parts for the vehicle it's built for, reaches that vehicle, and is empty after install. It applies kitting verification to the build order of every vehicle on the line.

How is it different from pick-to-light and barcode scanning?

Pick-to-light and scanning confirm which bin the kitter reached into. Vision AI checks the part that actually landed in the kit, so a part from the wrong bin, a look-alike variant, or a second part grabbed by mistake is caught, and the same cameras extend into assembly verification at the station.

How does it handle many variants and kit layouts?

The expected contents of each kit come from the vehicle's build data in your MES. The model learns each part as an object, so one model covers many kit layouts and trims, and new parts are added by training on new images.

Can it connect to our MES and line systems?

Yes. Roboflow runs on-prem and fully air-gapped, and sends results over OPC UA, MQTT, or REST to station PLCs, MES, and warehouse systems, so a bad kit is held at the bench or the station before a part goes on the wrong vehicle.

Roboflow serves as the inspection engine, and your manufacturing, materials, and quality teams own the kit definitions, build data, and acceptance criteria.

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