Brake Component Inspection AI
Catch rotor cracks, pad defects, and missing shims on every component built to stop a vehicle.
Brake Inspection AI Across Rotors, Pads, and Caliper Assembly
Deploy Anywhere, Run Everywhere
Run brake component inspection on the edge, on-prem, in your VPC, or via API, wherever your foundries, friction lines, and assembly cells need it.
One Platform, Full Adoption
Tools every brake team can adopt, from machining and friction line operators to assembly techs, launch teams, and quality engineers, 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 per-part records that support IATF 16949, ECE R90 documentation, and customer-specific PPAP audit requirements.
- Rotor Surface & Crack Detection
- Pad Friction Material Checks
- Delamination & Edge Defect Flags
- Caliper Casting & Assembly Checks
- Shim, Clip & Sensor Verification
- Per-Part Traceability Records
“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 inspection on a brake line.
A rotor with porosity on its friction face, pad whose bond line lets go under heat, or caliper that ships without its wear sensor clipped in can mean a judder complaint that becomes a warranty campaign, a braking failure investigation with your part number in it, and a recall in the one product category where nobody debates severity. Bring us your toughest brake inspection problem and we'll map a working solution.
Ask us about:
- Solution architecture for IATF 16949, ECE R90, and customer-specific PPAP environments
- Live demo on your rotor imagery, pad photos, or caliper assembly footage
- Deployment options: edge, on-prem, air-gapped, robot-mounted, or VPC, with integration into machining cells, friction lines, PLCs, and MES
- ROI modeling against warranty campaigns, scrapped castings, assembly escapes, and manual inspection stations
Over 16,000 organizations build with Roboflow.
- Rivian
- Pella
- Chobani
- USG Corporation
- BNSF Railway
- American Woodmark
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
Inspect Every Part Built to Stop a Vehicle, with Vision AI
Add a real-time inspection layer to every brake component with vision AI for brake component inspection. Built for the operations where porosity on a friction face waits for heat cycling to become a crack, a pad's bond line looks fine from every angle except the one that matters, or the missing shim announces itself as a squeal in a customer's driveway and a claim on your quality record. Whether you're casting and machining rotors, pressing friction material, or assembling calipers and corner modules, Roboflow inspects every component in the one category where escape severity is never argued, with per-part records behind every shipment.
Rotors and Drums:
- Catch porosity, inclusions, and casting defects on friction faces and vanes before machining invests in them
- Detect cracks and heat checking on machined and serviced rotors, the hairlines that propagate under heat cycling
- Verify coating coverage on hats and edges, and vane passages clear of casting flash and core sand
Pads and Friction Material:
- Catch cracks, chips, and edge defects in friction material, where dark textured surfaces hide flaws from rule-based checks
- Inspect the bond line between friction material and backing plate for delamination signs on every pad
- Verify chamfers, slots, shims, and clips are present, correct, and oriented, so the pad that ships is the pad that was validated
Calipers, Assembly, and Systems Integration:
- Inspect caliper castings and machined surfaces, and verify assembly completeness: seals seated, bleed screws in, brackets torqued and marked
- Confirm wear sensors, clips, and hardware on every corner module before it ships
- Route failed parts in real time through PLC and MES integration, with per-part records tied to lot and serial that support IATF 16949 and ECE R90 documentation
Bring intelligence to every brake component today. Stop brake defects from becoming judder campaigns, failure investigations, or the recall nobody debates.
More About Brake Component Inspection
What is brake component inspection with Vision AI?
Brake component inspection with vision AI uses computer vision models to inspect rotors, drums, pads, and calipers: casting and machining defects on friction faces, cracks and heat checking, friction material and bond line condition, shim, clip, and sensor presence, and caliper assembly completeness. Models trained on your actual components inspect every part at line rate, with per-part records tied to lot and serial that support IATF 16949 and ECE R90 documentation.
Can Vision AI find defects in dark friction material and cast iron?
Brake components are the hard case twice over: friction material is dark, textured, and absorbs light, so cracks and chips hide inside its normal grain, and cast iron friction faces carry machining patterns that mimic and mask hairline defects. Deep-learning models trained on your actual pads, compounds, and rotor finishes learn each surface's normal texture and flag what breaks it, hold that judgment across compounds and suppliers, and route borderline parts for a check instead of guessing, which is the standard a safety-critical part deserves.
Does brake inspection support IATF 16949 and ECE R90?
Yes. Roboflow models can run as documented inspection controls inside your IATF 16949 (automotive quality management) and ISO 9001 processes, with per-part inspection records, imagery, model version history, and training data lineage that support PPAP submissions, ECE R90 aftermarket documentation, and customer audits. Roboflow is the inspection engine; your quality team owns the acceptance criteria, and friction performance testing keeps its own certification role.
Can it integrate with our machining cells, friction lines, and MES?
Yes. Roboflow Inference exposes a standard API and supports common industrial protocols, so brake inspection events flow into your existing systems: machining and friction line PLCs from Allen-Bradley and Siemens, MES and ERP platforms like SAP and Oracle, and SCADA and HMI platforms like Ignition and AVEVA, through REST, MQTT, OPC UA, and direct database writes. PLC-level integration routes a failed rotor or pad the moment a check fails, and every event carries part, lot, cell, imagery, and disposition, with a full audit trail behind every shipment.