Web & Film Inspection AI

Catch gels, holes, and streaks on every meter, at the speeds where a blink is a hundred meters of film.
Shipping container with OCR output

Web Inspection AI Across Extrusion, Coating, and Converting

Deploy Anywhere, Run Everywhere

Run web and film inspection on the edge, on-prem, in your VPC, or via API, wherever your extrusion lines, coaters, and slitting and rewind stations need it.

One Platform, Full Adoption

Tools every web team can adopt, from extrusion and coating operators to winder crews, process engineers, and quality leads, 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-roll records that support ISO 9001, customer specifications, and food-contact packaging documentation.
Gel & Fisheye Detection
Hole & Pinhole Flags
Streak & Die Line Detection
Wrinkle & Crease Flags
Coating Void Detection
Per-Roll Defect Maps
Gel & Fisheye Detection
Hole & Pinhole Flags
Streak & Die Line Detection
Wrinkle & Crease Flags
Coating Void Detection
Per-Roll Defect Maps
Gel & Fisheye Detection
Hole & Pinhole Flags
Streak & Die Line Detection
Wrinkle & Crease Flags
Coating Void Detection
Per-Roll Defect Maps
Gel & Fisheye Detection
Hole & Pinhole Flags
Streak & Die Line Detection
Wrinkle & Crease Flags
Coating Void Detection
Per-Roll Defect Maps

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

A gel that becomes a leaker on a pouch line three weeks downstream, a streak that runs a full roll before anyone walks past the winder, or a customer claim argued without a defect map can mean converting yield lost by the pallet, a quality meeting with no evidence on either side, and a defect made at four hundred meters a minute and found at the customer's plant. Bring us your toughest web inspection problem and we'll map a working solution.
  • Solution architecture for ISO 9001, customer spec, and food-contact packaging environments
  • Live demo on your web imagery, roll maps, or line footage
  • Deployment options: edge, on-prem, air-gapped, or VPC, with integration into line PLCs, winders, and MES
  • ROI modeling against converting yield, customer claims, false-alarm rates, and downgraded rolls
  • 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
    See customer stories
    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
    0%
    Less time spent manually tracking inventory
    0%
    Reduction in customer return rate

    Inspect Every Meter of Every Roll, with Vision AI

    Add a real-time inspection layer to every web with vision AI for web and film inspection. Built for the lines where the product is meters wide moving at hundreds of meters a minute, a defect millimeters across hides in a kilometer of perfect material, and the gel you made today becomes the leaker your customer finds at converting. Whether you're extruding film, coating webs, or making paper and nonwovens, Roboflow inspects every meter at line speed, with per-roll defect maps behind every shipment.

    Films and Extrusion:

    • Catch gels, fisheyes, black specks, and die lines on film at full line speed
    • Detect holes, pinholes, and contamination before winding builds them into a roll
    • Flag wrinkles, creases, and edge damage at the winder, where a fold becomes a block

    Paper, Nonwovens, and Coated Webs:

    • Detect holes, spots, and streaks on paper and nonwovens across the full web width
    • Catch coating voids, skips, and streaks on coated and laminated webs
    • Verify splices and edge condition, so the roll that ships unwinds the way it wound

    Rolls, Root Cause, and Systems Integration:

    • Build a defect map for every roll, each flag logged by lane and meter, so converting knows what it's unwinding before it unwinds it
    • Catch periodic defects and match their repeat interval to roll circumference, so a defect repeating every 62 centimeters names the roller that made it
    • Route alarms and downgrade decisions in real time through PLC and MES integration, with per-roll records behind every claim conversation

    Bring intelligence to every roll today. Stop web defects from becoming converting losses, customer claims, or the flaw found a plant away from the machine that made it.

    More About Web and Film Inspection

    What is web and film inspection with Vision AI?

    Web and film inspection with vision AI uses computer vision models to inspect continuous webs at line speed: gels, fisheyes, and black specks on film, holes, spots, and streaks on paper and nonwovens, coating voids and skips on coated webs, wrinkles and creases at winding, and per-roll defect maps logged by lane and meter. Models trained on your actual material inspect every meter, with records that support ISO 9001 and customer specification documentation.

    Can Vision AI keep up with a web at line speed?

    The web is the throughput hard case: material meters wide at hundreds of meters a minute, a defect a few millimeters across in a kilometer of good product, and the periodic streak that only makes sense once you notice it repeats. Deep-learning models trained on your actual material and lighting run at line rate on edge hardware, judge each flag against your material's normal texture instead of a generic defect library, separate the gel that matters from the water spot that doesn't, and log everything to the roll map, which is how the alarm rate stays useful instead of becoming background noise.

    Does this replace our thickness gauges and web inspection system?

    No. Beta, X-ray, and IR gauges keep owning thickness and basis weight, and a line-scan web inspection system you already run keeps its role at speed. Vision AI adds the judgment those systems don't have: learned classification that tells a gel from a dust speck and cuts false alarms, defect types your material develops that a fixed library never listed, periodic-repeat analysis that turns a repeating flaw into a named roller, and coverage at the slitters and rewinders downstream of the main scanner. Gauge data, scanner flags, and vision findings land in the same per-roll record.

    Can it integrate with our line PLCs, winders, and MES?

    Yes. Roboflow Inference exposes a standard API and supports common industrial protocols, so web inspection events flow into your existing systems: line and winder 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 flags a lane, marks a defect, or triggers a downgrade decision the moment a check fails, and every event carries roll, lane, meter position, imagery, and disposition, with a full audit trail behind every shipment.

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