Adhesive and Glue Bead Inspection AI
Catch gaps, thin sections, and off-path beads on every dispensed part, before the assembly closes over them.
Adhesive and Glue Bead Inspection AI Across Body Shop, Glass, Gaskets, and TIM
Deploy Anywhere, Run Everywhere
Run adhesive and glue bead inspection on the edge, on-prem, in your VPC, or via API, wherever your dispensing cells need it.
One Platform, Full Adoption
Tools every dispensing team can adopt, from process and manufacturing engineers to robot programmers, quality engineers, and cell 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 validation documentation that supports IATF 16949, ISO 9001, and AS9100 audit requirements.
- Bead Gap & Skip Detection
- Neckdown & Thin Bead Detection
- Bead Width & Volume Consistency
- Off-Path & Position Verification
- Start & End Point Verification
- RTV Gasket & TIM Dispensing
“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 bead inspection in a dispensing cell.
A single gap in a structural bead, thin section under a windshield, or off-path gasket closed into an assembly can mean a water leak in the field, a bond that fails under load, or a warranty campaign across a program. Bring us your toughest adhesive and glue bead inspection problem and we'll map a working solution.
Ask us about:
- Solution architecture for IATF 16949, ISO 9001, AS9100, and customer-specific PPAP environments
- Live demo on your dispensing cell imagery, dispensed part samples, or robot-path footage
- Deployment options: edge, on-prem, air-gapped, robot-mounted, or VPC, with integration into dispensing systems, robots, cell PLCs, MES, and ERP
- ROI modeling against rework and re-dispense, scrapped assemblies, field leaks, and warranty campaigns
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
Verify Every Bead Before the Assembly Closes, with Vision AI
Add a real-time inspection layer to every dispensed bead with vision AI for adhesive and glue bead inspection. Built for the operations where one skip in a structural bead, neckdown under a windshield edge, or gasket bead that wandered off path gets sealed inside an assembly no one can reopen, and shows up later as a water leak, a failed bond, or a warranty campaign. Whether you're dispensing structural adhesive in the body shop, urethane for glass bonding, RTV form-in-place gaskets, or thermal interface material on EV battery and electronics assemblies, Roboflow extends your inspection coverage to every bead on every part, in the seconds between dispense and close.
Bead Presence, Continuity, and Coverage:
- Catch gaps, skips, and breaks anywhere along the bead path the moment the dispenser finishes
- Detect neckdowns and thin sections where bead volume dropped below spec mid-path
- Verify start points, end points, and overlap zones where beads are most likely to fail
Path, Position, and Width:
- Verify the bead follows its programmed path on every part, and flag off-path sections before the mating part closes
- Check bead width consistency along the full path, catching over-dispense that squeezes out and under-dispense that never bonds
- Detect splatter, stringing, and drips that contaminate surfaces beyond the bond line
Applications, Cells, and Line Integration:
- Inspect structural bonding, glass bonding urethane, form-in-place gaskets, and thermal interface material across body shop, glass, powertrain, battery, and electronics cells
- Verify wet beads immediately after dispense, in the window where a re-dispense still saves the part
- Trigger re-dispense routing, cell holds, and repair-station diverts in real time through PLC and MES integration, with per-part bead records tied to cell, robot, and shift
Bring intelligence to every bead today. Stop dispensing defects from becoming leaks, failed bonds, or warranty campaigns.
More About Adhesive and Glue Bead Inspection
What is adhesive and glue bead inspection with Vision AI?
Adhesive and glue bead inspection with vision AI uses computer vision models to verify every dispensed bead in the seconds after the dispenser finishes: presence and continuity along the full path, width and volume consistency, position against the programmed path, and clean start and end points. Models trained on your actual adhesives, substrates, and cell lighting make the check on every part before the mating component closes over the bead, with per-part records that support IATF 16949 and ISO 9001 quality systems.
Can Vision AI inspect black adhesive on black substrates?
Black urethane on black e-coat, clear adhesive on glass, and glossy wet beads that mirror the cell lighting are the cases that make bead inspection hard. Deep-learning models trained on your actual bead and substrate combinations learn the texture, sheen, and edge profile that separate a wet bead from the surface beneath it, holding accuracy across low contrast, reflections, and substrate variation from part to part. Because inspection runs immediately after dispense, a flagged gap or neckdown triggers a re-dispense while the part is still in the cell, instead of a teardown after cure.
Does adhesive and glue bead inspection support IATF 16949 and PPAP?
Yes. Roboflow models can run as documented inspection controls inside your IATF 16949 (automotive quality management) and ISO 9001 processes, with per-part bead records, imagery, model version history, and training data lineage that support PPAP (Production Part Approval Process) submissions and customer audits, plus AS9100 for aerospace bonding programs. Roboflow is the inspection engine; your quality team owns the acceptance criteria.
Can it integrate with our dispensing systems, robots, and MES?
Yes. Roboflow Inference exposes a standard API and supports common industrial protocols, so bead inspection events flow into your existing systems: dispensing equipment from Nordson, Graco, and Atlas Copco, robots from FANUC, ABB, and KUKA, cell 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 triggers re-dispense sequences, cell holds, and repair routing the moment a bead defect appears, with a full audit trail behind every decision.