Industrial OCR AI

Read every serial number, lot code, and part mark on the line, in real time.

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Industrial OCR AI for the Toughest Manufacturing Read Problems

Deploy Anywhere, Run Everywhere
Run industrial OCR on station cameras, robotic arms, handhelds, fixed-mount readers, the edge, on-prem, in your VPC, or via API, wherever your line, dock, or asset needs it.
One Platform, Full Adoption
Tools every team can adopt, from developers to business owners, no ML team required.
Secure and Reliable, Always
Data stays safe with SOC 2 Type II compliance, encrypted data, HIPAA compliance, and an uptime SLA.

“Roboflow has been instrumental in accelerating our deployment of innovative AI solutions.”

Travis Turnbull

Vice President & CIO, Pella Corporation

See customer stories

Talk to a Vision AI engineer who's shipped industrial OCR on the line

A single misread serial, missed lot code, or unreadable direct part mark can break traceability, and trigger a recall. Bring us your toughest read problem and we'll map a working solution on the first call.

Ask us about:

Solution architecture for MIL-STD-130 UID, GS1, FDA UDI, and MES and ERP match-on-read environments
Live demo on your part marks, dot peen and laser-etched DPM, labels, or gauge and meter reads
Deployment options: fixed-mount readers, station cameras, robot-mounted, handhelds, edge, on-prem, or VPC
ROI modeling against manual-read labor, traceability gaps, recall risk, and mislabeled-lot costs

Over 16,000 organizations build with Roboflow.

Rivian
Pella
Chobani
USG Corporation
BNSF Railway
American Woodmark

Start where you are

Automate Industrial OCR, Close Traceability Gaps, Cut Manual Reads with Vision AI

Turn slow, manual reads into real-time data capture with Roboflow's industrial OCR. Built for the operations where one missed serial, lot code, or part mark can break traceability, trigger a recall, or send a technician walking the line with a clipboard. Whether you're reading engraved part marks at the machining cell, lot codes on the packaging line, or asset IDs across the plant, Roboflow delivers accurate, scalable industrial OCR on the cameras and lines your team already runs.

Part Marking and Serialization:

Read serial numbers, SKUs, and engraved part marks on castings, forgings, and machined parts
Capture dot peen, laser-etched, and stamped direct part marking (DPM) at line speed
Tie every part to its build history without slowing the cell

Label, Lot Code, and Batch Code Capture:

Read lot codes, batch codes, and expiration dates on packaging, vials, and shipping labels
Verify printed text matches the manufacturing execution system before release
Catch unreadable or out-of-spec prints before they leave the line

Asset and Equipment OCR at Scale:

Read container, tank, and pipe markings across plants, yards, and fleets
Replace manual meter and gauge reads with automated capture
Run on existing cameras, robotic arms, drones, or handheld devices, on the edge if you need it

Bring intelligence to every read today. Stop missed marks from breaking traceability, eroding margin, or returning as recall risk.

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Industrial OCR AI