Drug Delivery and Infusion Inspection AI

Inspect every syringe, IV set, pen, and pump under the rigor patient safety demands.
Shipping container with OCR output

Drug Delivery and Infusion Inspection AI for the Toughest Combination Product Line Problems

Deploy Anywhere, Run Everywhere

Run drug delivery and infusion inspection on fill-finish lines, syringe assembly cells, IV set assembly stations, pen and pump assembly benches, the edge, on-prem, in your VPC, or via API, wherever your line, cleanroom, or final QC needs it.

One Platform, Full Adoption

Tools every drug delivery manufacturing team can adopt, from fill-finish and combination product engineers to quality, regulatory, and validation 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, HIPAA compliance, and an uptime SLA, with validation documentation that supports FDA 21 CFR Part 11, FDA Part 820 design history file, FDA Part 4 combination products, and EU MDR audit requirements.
Prefilled Syringe & Needle Inspection
Cartridge, Septum & Plunger Position
IV Set Assembly & Drip Chamber Verification
Insulin Pen & Auto-Injector Mechanism
Drug Content, Fill Volume & Particulates
UDI, Lot & Expiration Date Verification
Prefilled Syringe & Needle Inspection
Cartridge, Septum & Plunger Position
IV Set Assembly & Drip Chamber Verification
Insulin Pen & Auto-Injector Mechanism
Drug Content, Fill Volume & Particulates
UDI, Lot & Expiration Date Verification
Prefilled Syringe & Needle Inspection
Cartridge, Septum & Plunger Position
IV Set Assembly & Drip Chamber Verification
Insulin Pen & Auto-Injector Mechanism
Drug Content, Fill Volume & Particulates
UDI, Lot & Expiration Date Verification
Prefilled Syringe & Needle Inspection
Cartridge, Septum & Plunger Position
IV Set Assembly & Drip Chamber Verification
Insulin Pen & Auto-Injector Mechanism
Drug Content, Fill Volume & Particulates
UDI, Lot & Expiration Date Verification

Talk to a Vision AI engineer who's shipped in drug delivery and infusion manufacturing.

A single cracked prefilled syringe, mis-aligned IV set component, or unflagged particulate in a drug cartridge can mean a recall, an FDA warning letter, or a patient at risk during a life-critical treatment. Bring us your toughest drug delivery inspection problem.
  • Solution architecture for FDA 21 CFR Part 820, FDA 21 CFR Part 11, FDA Part 4 combination products, ISO 13485, ISO 11608, ISO 11040, ISO 8536, EU MDR, USP <790>, USP <1207>, USP <1790>, and ISO 14644 cleanroom environments
  • Live demo on your syringe fill line footage, IV set assembly imagery, pen mechanism samples, or finished pack-out images
  • Deployment options: edge, on-prem, air-gapped, robot-mounted, or VPC
  • ROI modeling against scrap, recall, regulatory, and field-failure costs
  • 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

    Bring Real-Time Intelligence to Every Stage of Drug Delivery and Infusion Manufacturing, from Fill to Finished Device

    Add a real-time inspection layer to every drug delivery and infusion device on the line with Vision AI for drug delivery and infusion inspection. Built for the operations where one cracked prefilled syringe, mis-aligned IV set, or unflagged particulate in a drug cartridge can mean a recall, an FDA warning letter, or a patient at risk during a life-critical treatment. Whether you're inspecting prefilled syringes, glass cartridges, pen needles, IV administration sets, insulin pens, auto-injectors, pump reservoirs, or finished sterile packaging, Roboflow extends your QC coverage to every unit on the line, on the cameras and inspection stations your facility already runs, validatable under FDA 21 CFR Part 820, FDA Part 4 combination products, ISO 13485, and EU MDR.

    Prefilled Syringe, Cartridge, and Drug Content Inspection:

    • Verify prefilled syringe integrity, plunger position, and label accuracy on every unit
    • Inspect glass cartridges for cracks, septum seating, and rubber stopper integrity
    • Catch particulates, color anomalies, and fill volume errors in injectable drug product per USP <790> and USP <1790>

    IV Set, Drip Chamber, and Infusion Component Inspection:

    • Verify IV administration set assembly, drip chamber position, roller clamp seating, and luer connector integrity
    • Inspect filter, spike, and Y-port placement on every set
    • Catch tubing kinks, line marker errors, and connector defects before sterile barrier sealing

    Pen, Pump, Auto-Injector, and Final Compliance:

    • Verify insulin pen dose dial position, plunger drive engagement, and click mechanism alignment
    • Inspect auto-injector trigger and needle shield mechanisms before final assembly
    • Read and verify UDI 2D codes, lot numbers, and expiration dates against FDA and EU MDR requirements

    Bring intelligence to every device today. Stop defects from becoming recalls, warning letters, or harm to patients receiving life-critical therapy.

    Frequently asked questions

    What is drug delivery and infusion inspection with Vision AI?

    Drug delivery and infusion inspection with Vision AI uses computer vision models to inspect prefilled syringes, cartridges, IV administration sets, insulin pens, auto-injectors, infusion pumps, and combination products at every stage of production. The system extends QC coverage to every unit on the line, catching syringe and cartridge integrity issues, drug content particulates and fill volume errors, IV set assembly defects, pen and auto-injector mechanism alignment, and UDI errors across drug delivery and infusion product lines. Manufacturers use it to cut scrap, protect first-pass yield, and document compliance under FDA Part 820, FDA Part 4 combination products, ISO 13485, and EU MDR.

    Can Vision AI inspect prefilled syringes for particulates per USP <790>?

    Yes, and USP <790> particulate inspection is one of the highest-stakes visual inspection tasks in injectable drug manufacturing. A single visible particulate in a prefilled syringe can trigger a recall and an FDA warning letter. Roboflow models can be trained against your specific USP <790> visible particulates acceptance criteria and the USP <1790> visual inspection guidance, including detection of glass fragments, fibers, rubber stopper material, drug aggregates, and foreign matter at the sensitivity levels your QA team requires. The system extends 100% inspection coverage across every PFS coming off the line, with edge-optimized models that run at line speed and flag suspect units for human adjudication.

    Does drug delivery inspection support FDA Part 4 combination products and ISO 11608?

    Yes. Drug delivery devices are uniquely positioned because most fall under FDA Part 4, which governs combination products that combine a drug component with a device component (prefilled syringes, auto-injectors, prefilled pen cartridges, IV bag systems). Roboflow models can be trained against both the drug and device acceptance criteria your combination product requires, supporting FDA Part 4 cGMP requirements, ISO 11608 (needle-based injection systems for medical use, including pen injectors and auto-injectors), ISO 11040 (prefilled syringes), and ISO 8536 (infusion equipment). The system produces a validated inspection record that supports your FDA Part 820 design history file, FDA Part 4 documentation, EU MDR technical documentation, and ISO 13485 quality system audits. Your regulatory and quality teams own the acceptance criteria; Roboflow provides the inspection engine that enforces them at line speed.

    Can it integrate with our fill-finish line, eQMS, and validation workflow?

    Yes. Roboflow Inference exposes a standard API and supports common industrial and life sciences protocols, so Vision AI inspection events flow into your existing fill-finish line, MES, eQMS, ERP, and validation workflow. Customers integrate with MasterControl, Veeva Vault QMS, Sparta TrackWise, and custom eQMS platforms through REST, MQTT, OPC UA, and direct database writes, with PLC-level integration to fill stations, capping stations, labelers, pen and pump assembly cells, and packaging lines where pass/fail decisions need to drive line behavior. Models are designed to be validatable under FDA 21 CFR Part 11, with audit trails for training data, model versions, and inspection results that support IQ/OQ/PQ documentation. Hardware fits ISO 14644 cleanroom environments, and Roboflow's field engineering team helps you select cameras that meet your cleanroom classification and the optical demands of glass syringe, plastic cartridge, tubing, and assembly inspection.

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