Wire Harness Inspection AI

Verify connectors, circuits, clips, and routing on every harness, from the form board to end-of-line.

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Wire Harness Inspection AI Across Automotive, Aerospace, and Industrial Harnesses

Deploy Anywhere, Run Everywhere
Run wire harness inspection on the edge, on-prem, in your VPC, or via API, wherever your harness build stations need it.
One Platform, Full Adoption
Tools every harness team can adopt, from manufacturing and process engineers to form board operators, quality engineers, and program managers, no separate ML team required to ship and own inspection models.
Secure, Compliant, and Audit-Ready
Data stays safe with SOC 2 Type II compliance, encrypted data, and an uptime SLA, with validation documentation that supports IPC/WHMA-A-620, IATF 16949, AS9100, and ISO 9001 audit requirements.

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

Travis Turnbull

Vice President & CIO, Pella Corporation

See customer stories

Talk to a vision AI engineer who's shipped wire harness inspection on the build floor.

A single wrong-color circuit in a connector cavity, missing clip on a chassis branch, or unseated connector lock can mean an electrical fault found at the OEM's assembly line, a warranty claim in the field, or a harness recall across a vehicle program. Bring us your toughest wire harness inspection problem and we'll map a working solution.

Ask us about:

Solution architecture for IPC/WHMA-A-620, IATF 16949, AS9100, and customer-specific PPAP environments
Live demo on your form board imagery, harness samples, or end-of-line footage
Deployment options: edge, on-prem, air-gapped, robot-mounted, or VPC, with integration into build stations, electrical test benches, PLCs, MES, and ERP
ROI modeling against OEM line stops, sort and containment, warranty claims, and program recall risk

Over 16,000 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

Verify Every Circuit, Clip, and Connector on Every Harness, with Vision AI

Add a real-time verification layer to every harness on the floor with vision AI for wire harness inspection. Built for the operations where one wrong-color wire seated in a connector cavity, missing retainer clip on a door harness, or half-latched connector lock can mean a fault the OEM finds on their line, a containment across a shipped lot, or a recall that follows the program for years. Whether you're building automotive body and chassis harnesses on form boards, aerospace harnesses to AS9100 requirements, or appliance and equipment harnesses at volume, Roboflow extends your inspection coverage to every harness at every station, validatable under IPC/WHMA-A-620.

Connector and Circuit Verification:

Verify the right wire color and stripe sits in every connector cavity, on every circuit, before the harness leaves the station
Confirm connector presence, correct connector type, and fully seated locks, covers, and secondary latches
Catch wrong, doubled, and missing circuits that continuity testing alone reports as a number, with imagery that shows exactly where

Routing, Taping, and Branch Assembly:

Verify branch routing, breakout positions, and takeout lengths against the form board layout
Check tape wraps, sleeving, and loom coverage along every branch
Confirm clips, grommets, retainers, and tie points are present, correctly oriented, and in position

End-of-Line, Labels, and Traceability:

Verify part number labels, revision markings, and connector caps on every finished harness
Check overall harness completeness against the BOM before packing, catching the mechanical build details electrical test doesn't see
Keep per-harness records with imagery through PLC and MES integration, tied to operator station, shift, and program

Bring intelligence to every harness today. Stop harness defects from becoming OEM line stops, warranty claims, or recalls.

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More About Wire Harness Inspection

What is wire harness inspection with Vision AI?

Wire harness inspection with vision AI uses computer vision models to verify harness assembly at the form board and end-of-line: the right wire colors in the right connector cavities, connector presence and seating, clips and retainers in position, tape and sleeving coverage, routing against the board layout, and part number labels on the finished harness. Models trained on your actual harnesses and stations make the check on every unit rather than sampled audits, with per-harness records that support IPC/WHMA-A-620 and IATF 16949 quality systems.

Can Vision AI verify wire colors and routing on a crowded form board?

A crowded form board is exactly the hard case: dozens of branches, striped and solid wires in close colors, and a flexible product that never lies exactly the same way twice. Deep-learning models trained on your harnesses recognize wires, connectors, and clips as objects rather than matching fixed pixel positions, so they hold accuracy as branches shift, drape, and overlap between builds, distinguish close colors and stripe patterns under real floor lighting, and keep verifying across program revisions after a retrain on new imagery.

Does wire harness inspection support IPC/WHMA-A-620 and IATF 16949?

Yes. Roboflow models can be trained against your specific IPC/WHMA-A-620 (requirements and acceptance for cable and wire harness assemblies) workmanship criteria, alongside IATF 16949 for automotive programs, AS9100 for aerospace harnesses, and ISO 9001 quality systems, with per-harness inspection records, model version history, and training data lineage that support PPAP submissions and customer audits. Roboflow is the inspection engine; your quality team owns the acceptance criteria.

Can it integrate with our test benches, build stations, and MES?

Yes. Roboflow Inference exposes a standard API and supports common industrial protocols, so harness inspection events flow into your existing systems: electrical test benches and harness testers, station PLCs from Allen-Bradley and Siemens, SCADA and HMI platforms like Ignition and AVEVA, MES and ERP systems like SAP and Oracle, through REST, MQTT, OPC UA, and direct database writes. PLC-level integration gates station advance and routes rework the moment a defect appears, pairing visual verification with your electrical test results under one per-harness record, with a full audit trail behind every decision.

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Wire Harness Inspection AI