O-Ring & Gasket Inspection AI

Catch flash, nicks, and missing seals before the cheapest part in the assembly causes the most expensive failure.
Shipping container with OCR output

Seal Inspection AI Across Molding, Sorting, and Assembly

Deploy Anywhere, Run Everywhere

Run O-ring and gasket inspection on the edge, on-prem, in your VPC, or via API, wherever your molding presses, sorting lines, and assembly stations need it.

One Platform, Full Adoption

Tools every sealing team can adopt, from molding and die-cutting operators to sort line leads, assembly techs, 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-lot records that support IATF 16949, AS9100, and ISO 13485 audit requirements.
O-Ring Flash & Defect Detection
Nick, Cut & Inclusion Flags
Gasket Tear & Coating Checks
Seal Presence & Seating Verification
Pinch & Twist Detection
Per-Lot Inspection Records
O-Ring Flash & Defect Detection
Nick, Cut & Inclusion Flags
Gasket Tear & Coating Checks
Seal Presence & Seating Verification
Pinch & Twist Detection
Per-Lot Inspection Records
O-Ring Flash & Defect Detection
Nick, Cut & Inclusion Flags
Gasket Tear & Coating Checks
Seal Presence & Seating Verification
Pinch & Twist Detection
Per-Lot Inspection Records
O-Ring Flash & Defect Detection
Nick, Cut & Inclusion Flags
Gasket Tear & Coating Checks
Seal Presence & Seating Verification
Pinch & Twist Detection
Per-Lot Inspection Records

Talk to a vision AI engineer who's shipped seal inspection.

A missing O-ring discovered by the leak it caused, flash that becomes a leak path under compression, or a gasket installed one bolt hole off can mean a warranty claim traced to a part that costs pennies, a fluid leak in a customer's machine, and a recall bill divided by the unit price of a rubber ring. Bring us your toughest seal inspection problem and we'll map a working solution.
  • Solution architecture for IATF 16949, AS9100, and ISO 13485 environments
  • Live demo on your O-ring imagery, gasket photos, or assembly station footage
  • Deployment options: edge, on-prem, air-gapped, or VPC, with integration into molding presses, sort lines, PLCs, and MES
  • ROI modeling against leak-test failures, sorting labor, escaped seal defects, and field leak claims
  • 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
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    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
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    Less time spent manually tracking inventory
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    Reduction in customer return rate

    Inspect Every Seal Before the Housing Closes, with Vision AI

    Add a real-time inspection layer to every O-ring and gasket with vision AI for seal inspection. Built for the operations where flash a fraction of a millimeter tall becomes a leak path under compression, thousands of small black parts cross the sort line every hour, and the missing O-ring announces itself only after the housing is closed, the assembly is filled, and the leak test fails. Whether you're molding and die-cutting seals, sorting them, or installing them in assemblies, Roboflow inspects every seal at line rate, with per-lot records behind every shipment.

    Molding, Die Cutting, and Sorting:

    • Catch flash, short shots, and non-fill on molded O-rings and seals at demold and sort
    • Detect nicks, cuts, inclusions, and contamination on sealing surfaces, the flaws that become leak paths under compression
    • Flag tears, incomplete cuts, and coating defects on die-cut and multi-layer gaskets

    Assembly Verification:

    • Verify every O-ring is present, seated, and untwisted in its groove before the housing closes
    • Confirm gaskets are present, oriented, and aligned to bolt holes and ports on every assembly
    • Catch pinched and rolled seals at the press, while the assembly can still be opened for free

    Lines, Cells, and Systems Integration:

    • Run consistent judgment across cavities and shifts, at sort line speeds manual inspection can't hold
    • Trend defects by cavity, mold, and press, so a flashing cavity reaches maintenance before it fills a reject bin
    • Route parts and hold assemblies in real time through PLC and MES integration, with per-lot records that support IATF 16949 and ISO 13485 documentation

    Bring intelligence to every seal today. Stop seal defects from becoming leak-test failures, field leaks, or the recall bill divided by the price of a rubber ring.

    More About O-Ring and Gasket Inspection

    What is O-ring and gasket inspection with Vision AI?

    O-ring and gasket inspection with vision AI uses computer vision models to inspect seals from molding through assembly: flash, short shots, nicks, cuts, and inclusions on molded O-rings, tears and coating defects on die-cut and multi-layer gaskets, and presence, seating, orientation, and pinch verification at assembly before housings close. Models trained on your actual seals inspect every part at line rate, with per-lot records that support IATF 16949, AS9100, and ISO 13485 documentation.

    Can Vision AI inspect small black parts at sorting speed?

    The O-ring sort line is the small-parts hard case: thousands of black elastomer rings an hour, flash a fraction of a millimeter tall, and a nick that matters hiding on a surface a few millimeters wide, all in a material that gives back almost no contrast. Deep-learning models trained on your actual compounds, sizes, and lighting learn each seal's normal edge, parting line, and surface, flag what breaks them at line rate, hold that judgment across cavities and compounds, and route borderline parts to a reject lane instead of guessing, at speeds manual sorting was never going to hold.

    Does this replace leak testing?

    No. Leak and pressure-decay testing keep the functional verdict on every sealed assembly. Vision AI adds the layer a leak test can't give you: the missing, pinched, or twisted seal caught before the housing closes, while the fix is free, the flash flagged at demold before it ships to your customer's line, and when a leak test does fail, imagery of the seal as it was installed, so the failure becomes a diagnosis instead of a teardown. Leak results and visual findings land in the same record per assembly.

    Can it integrate with our molding presses, sort lines, and MES?

    Yes. Roboflow Inference exposes a standard API and supports common industrial protocols, so seal inspection events flow into your existing systems: molding press and assembly station 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 diverts a flagged seal or holds an assembly the moment a check fails, and every event carries lot, cavity, station, imagery, and disposition, with a full audit trail behind every shipment.

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