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Pharmaceutical Serialization Verification AI

Verify every serial, seal, and case so the unit that ships is the unit the record says it is.

Serialization Verification AI Across Printing, Packaging, and Aggregation

  • Deploy Anywhere, Run Everywhere

    Run serialization verification on the edge, on-prem, in your VPC, or via API, wherever your packaging lines, aggregation stations, and rework benches need it.

  • One Platform, Full Adoption

    Tools every packaging team can adopt, from line operators and serialization leads to QA, validation, and site engineering, no separate ML team required to ship and own verification models.

  • Secure, Compliant, and Audit-Ready

    Data stays safe with SOC 2 Type II compliance, encrypted data, and an uptime SLA, with audit-ready records that support DSCSA, EU FMD, and 21 CFR Part 11 documentation.

  • DataMatrix & Serial Verification
  • Human-Readable Text Checks
  • Aggregation & Case Verification
  • Tamper Seal Inspection
  • Label & Artwork Verification
  • Batch & Audit Records
“We wanted to develop models using data we owned, have the ability to scale usage, leverage state-of-the-art AI capabilities, and along the way ensure the privacy of our users’ personal health information. That’s what we found in Roboflow.”

Alec Zopf

Co-founder and Chief AI & Automation Officer, Wellth

Talk to a vision AI engineer who's shipped serialization verification.

A carton whose human-readable lot disagrees with its DataMatrix, a case aggregated with one unit from the wrong batch, or a tamper seal applied askew can mean a distribution hold nobody can release, a recall that widens to everything the case touched, and an inspection finding on the line that was supposed to prevent all three. Bring us your toughest serialization problem and we'll map a working solution.

Ask us about:

  • Solution architecture for DSCSA, EU FMD, and 21 CFR Part 11 environments
  • Live demo on your carton imagery, aggregation photos, or packaging line footage
  • Deployment options: edge, on-prem, air-gapped, or VPC, with integration into serialization platforms, line PLCs, and MES
  • ROI modeling against line rejects, aggregation rework, verification failures, and saleable returns

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

Verify Every Code on Every Unit, with Vision AI

Add a real-time verification layer to every serialized unit with vision AI for pharmaceutical serialization verification. Built for the packaging lines where every saleable unit carries its own identity, a human-readable lot that disagrees with its DataMatrix is a distribution hold waiting downstream, and one wrong unit in an aggregated case undermines the record of everything above it. Whether you're printing and applying, packing and aggregating, or reworking returns, Roboflow verifies every code, seal, and case at line speed, with batch records behind every shipment.

Codes and Labels:

  • Verify DataMatrix presence and readability, and check the human-readable GTIN, serial, lot, and expiry against what the code actually says
  • Catch damaged, skewed, smeared, and wrinkled labels on every unit, on curved bottles and glossy cartons alike
  • Verify label stock and artwork, so the right code never ships on the wrong carton

Aggregation, Cases, and Seals:

  • Count and verify case contents at aggregation, so the parent-child record matches what's physically inside
  • Support manual aggregation and rework benches with the same verification the line gets
  • Inspect tamper-evident seals and closures on every unit, applied, intact, and aligned

Lines, Records, and Systems Integration:

  • Trend rejects by printer, line, and shift, so a fading printhead shows up in the data before it shows up as a grader fail
  • Keep audit-ready records with imagery, timestamps, and dispositions that support 21 CFR Part 11 documentation
  • Integrate with serialization platforms and MES, routing rejects at line speed with a full record behind every unit

Bring intelligence to every serialized unit today. Stop serialization misses from becoming distribution holds, widened recalls, or the finding on the line built to prevent them.

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More About Pharmaceutical Serialization Verification

What is pharmaceutical serialization verification with Vision AI?

Pharmaceutical serialization verification with vision AI uses computer vision models to verify serialized units through packaging: DataMatrix presence and readability, human-readable text checked against the encoded GTIN, serial, lot, and expiry, label condition and artwork, tamper-evident seals, and case contents verified at aggregation. Models trained on your actual packs verify every unit at line speed, with audit-ready records that support DSCSA, EU FMD, and 21 CFR Part 11 documentation.

Can Vision AI verify codes and text at line speed?

Serialized packaging is the reading hard case: DataMatrix on curved amber bottles and glossy cartons, human-readable strings in small print that must match the code character for character, foil and shrink surfaces that throw glare, and hundreds of units a minute. Deep-learning models trained on your actual packs, formats, and lighting read codes and text where fixed-rule OCV struggles, judge label condition alongside the read, hold that performance across formats and lines, and route uncertain units to rework instead of guessing, with the image kept as evidence for every disposition.

Does this replace our serialization platform and code graders?

No. Your Level 3 and Level 4 serialization platform keeps issuing serials and managing EPCIS events, and ISO 15415 verifiers keep grading print quality. Vision AI adds the visual layer around the code: the human-readable text that disagrees with the DataMatrix, the tamper seal that's missing or askew, the case whose physical contents don't match its aggregation record, and the damaged label a grade never describes. Platform events and visual verifications land in the same batch record, unit by unit.

Can it integrate with our serialization platform, PLCs, and MES?

Yes. Roboflow Inference exposes a standard API and supports common industrial protocols, so verification events flow into your existing systems: serialization platforms and EPCIS repositories, packaging line 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 rejects a unit or holds a case the moment a check fails, and every event carries serial, batch, line, imagery, and disposition, with a full audit trail behind every shipment.

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