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Seal Integrity Inspection AI

Catch seal contamination, wrinkles, and channel defects on every pouch, tray, and sterile barrier before product leaves the line.

Seal Integrity Inspection AI Across Pouches, Trays, and Sterile Packaging

  • Deploy Anywhere, Run Everywhere

    Run seal integrity inspection on the edge, on-prem, in your VPC, or via API, wherever your sealing and packaging line needs it.

  • One Platform, Full Adoption

    Tools every packaging team can adopt, from packaging and process engineers to sealer operators, QA leads, and sterility assurance teams, 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 FDA 21 CFR Part 11, cGMP, FSMA, and ISO 11607 audit requirements.

  • Product-in-Seal & Contamination Detection
  • Wrinkle, Fold & Channel Defects
  • Incomplete & Misaligned Seals
  • Burnt & Overheated Seals
  • Tray Lidding & MAP Seal Inspection
  • Sterile Barrier & Pouch Seal Verification
“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 seal integrity inspection on the packaging line.

A single product flake caught in a pouch seal, channel leak in a MAP tray, or wrinkle across a sterile barrier can mean spoiled product at the retailer, a shelf-life failure that follows the SKU, or a sterility recall on a medical device line. Bring us your toughest seal integrity inspection problem and we'll map a working solution.

Ask us about:

  • Solution architecture for FDA 21 CFR Part 11, cGMP, FSMA, ISO 11607, and ASTM F1886 environments
  • Live demo on your sealer imagery, sealed package samples, or line footage
  • Deployment options: edge, on-prem, air-gapped, or VPC, with integration into sealers, thermoformers, reject systems, line PLCs, MES, and ERP
  • ROI modeling against leaker spoilage, retailer chargebacks, rework, and sterility 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

Catch Every Seal Defect Before It Becomes a Leaker, with Vision AI

Add a real-time inspection layer to every sealed package on the line with vision AI for seal integrity inspection. Built for the operations where one crumb caught in the sealing jaws, wrinkle folded through a fin seal, or channel across a tray lid can mean spoiled product discovered at the retailer, a modified-atmosphere package that loses its shelf life in transit, or a compromised sterile barrier on a medical device. Whether you're sealing stand-up and retort pouches, flow-wrapped products, MAP trays with lidding film, vacuum packs, or Tyvek sterile barrier pouches, Roboflow extends your inspection coverage to every seal at line speed, validatable under FDA 21 CFR Part 11 and cGMP.

Pouch and Flexible Package Seals:

  • Catch product-in-seal contamination the moment food, powder, or liquid lands in the seal area at the jaws
  • Detect wrinkles, folds, and channel defects in fin seals, end seals, and gusset corners on every package
  • Flag incomplete, narrow, and misaligned seals on stand-up, retort, and spouted pouches before they leave the sealer

Tray, Lidding, and MAP Packages:

  • Verify lidding film placement, alignment, and overhang on every thermoformed and preformed tray
  • Detect seal-area contamination and voids on MAP packages where a single channel drains the atmosphere that protects shelf life
  • Catch burnt, overheated, and discolored seals that trace back to a sealing tool running out of spec

Sterile Barrier, Changeovers, and Line Integration:

  • Inspect Tyvek and film sterile barrier seals on medical device packaging against ISO 11607 and ASTM F1886 visual inspection criteria
  • Keep inspection current through SKU and film changeovers by retraining models on new packaging imagery
  • Trigger rejects and sealer stops in real time through PLC and MES integration, with per-package records tied to batch, tool, and shift

Bring intelligence to every seal today. Stop seal defects from becoming spoiled product, lost shelf life, or sterility recalls.

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More About Seal Integrity Inspection

What is seal integrity inspection with Vision AI?

Seal integrity inspection with vision AI uses computer vision models to inspect the seal area of every package as it leaves the sealer: pouch fin and end seals, tray lidding, flow-wrap seals, vacuum packs, and sterile barrier packaging. Models trained on your actual films, products, and sealing equipment catch contamination in the seal, wrinkles and channels, incomplete and misaligned seals, and burnt seal areas on every package at line speed, with per-package records that support FDA 21 CFR Part 11, cGMP, and FSMA requirements.

Can Vision AI catch product contamination in the seal area at line speed?

Product-in-seal is the defect that turns into leakers: a crumb, powder trace, or sauce smear lands across the seal band in the fraction of a second before the jaws close, often under translucent printed film that makes it hard to see. Deep-learning models trained on your products and your films recognize contamination through print, gloss, and film distortion, inspect every package at sealer rates, and tie repeat contamination events back to the filler or jaw position producing them, so the line fixes the cause instead of rejecting the symptom.

Does seal integrity inspection support ISO 11607 and ASTM F1886?

Yes. Roboflow models can run as documented visual inspection controls that support ISO 11607 (packaging for terminally sterilized medical devices) and ASTM F1886 (standard test method for determining integrity of seals by visual inspection), alongside cGMP batch documentation, FSMA requirements for food packaging, and FDA 21 CFR Part 11 electronic records. Roboflow is the inspection engine; your quality and sterility assurance teams own the acceptance criteria, and the platform keeps the per-package records, model versions, and training data lineage that audits ask for.

Can it integrate with our sealers, thermoformers, and MES?

Yes. Roboflow Inference exposes a standard API and supports common industrial protocols, so seal inspection events flow into your existing systems: sealing and thermoforming equipment from Multivac, ULMA, and SEALPAC, line 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 drives rejects, diverts, and sealer stops the moment a seal defect appears, with a full audit trail behind every decision.

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