Part and Product Dimensioning AI

Add a real-time dimensioning layer to every part, every product, and every pallet with Vision AI for part and product dimensioning. Roboflow extends dimensioning coverage to every part, product, and pallet on every stage, on the cubing stations, pallet-gantry cameras, dock-door tunnels, forklift-mounted stereo rigs, and in-process WIP conveyor cameras your operations already run, validatable under NIST Handbook 44, NTEP Certificate of Conformance, OIML R129, Measurement Canada, EU MID 2014/32/EU, UPS/FedEx/USPS/DHL dimensional-weight and cubic-pricing formulas, ISO 9001, IATF 16949, AS9100, ASME Y14.5, and FDA 21 CFR Part 820.

Parcel, Pallet, and In-Process Part Dimensioning:

• Cube individual parcels and cartons (rectangular boxes, poly bags, tubes, letters, non-conveyable items) at legal-for-trade sub-half-inch accuracy on end-of-line cubing stations and parcel-sortation belts, feeding dim-weight into the carrier manifest before the label prints, so the shipment goes out with the correct billed dimensional weight and the shipper does not eat a UPS or FedEx auto-correction downstream
• Cube palletized loads (LTL freight, mixed-SKU pallets, master-case pallets, bag loads that sag, irregular loads that overhang the pallet edge) at the warehouse dock or on a forklift-mounted stereo rig, feeding dim-weight and cube into the TMS (Blue Yonder TMS, Manhattan TMS, Descartes, project44) so the LTL freight class is correct and the freight-billing revenue is captured on outbound shipments
• Dimension in-process WIP parts (machined shafts, molded housings, cast and forged parts, aerospace subassemblies, extrusions, formed sheet-metal, PCB assemblies, injection-molded products) at end-of-line stations for volumetric class, inventory allocation, and packaging-station kitting decisions, with sub-millimeter accuracy on manufactured parts under ASME Y14.5 GD&T and legal-for-trade accuracy on shipping cartons under NIST H44

Static and Dynamic Dimensioning at Line Speed:

• Support both static dimensioning (parcel or pallet parked in a defined workspace under a cubing station or gantry) and dynamic dimensioning (parcel moving on a sortation belt at up to 200-300 packages per minute, forklift-carried pallet moving across a dock-door tunnel at walking speed, palletizer output moving off the palletizer at line speed) with the same platform and the same records format
• Handle irregular loads that legacy dedicated dimensioners cannot: bag loads that sag between forks, palletized loads that overhang the pallet footprint, mixed-orientation carton stacks, poly bags with non-rectangular geometry, tubes, and non-conveyable items that fall outside the defined static workspace of a rule-based dimensioner
• Feed real-time dim-weight and cube decisions to the WMS (Manhattan Active WM, Blue Yonder, Softeon, SAP EWM, Körber HighJump, Oracle WMS) for slot allocation, cartonization, and pick-path optimization, plus to the TMS and parcel carrier (UPS Ready, FedEx OpenShip, USPS Web Tools, DHL XML) for shipping-manifest injection before the label prints and before the freight class posts

Legal-for-Trade Compliance, WMS/TMS Integration, and Freight-Billing Audit:

• Integrate with WMS (Manhattan Active WM, Blue Yonder WMS, Softeon, SAP Extended Warehouse Management, Körber HighJump, Oracle WMS Cloud), TMS (Blue Yonder TMS, Manhattan TMS, Descartes MacroPoint, project44, MercuryGate), YMS (yard management: Blue Yonder YMS, C3 Solutions, Descartes), parcel carrier APIs (UPS Ready, UPS WorldShip, FedEx OpenShip, FedEx Ship Manager, USPS Web Tools, DHL XML PI), MES (Ignition, Rockwell FactoryTalk, Siemens Opcenter, AVEVA, Wonderware) for in-process WIP dimensioning, and ERP (SAP, Oracle, Microsoft Dynamics, Infor) via OPC UA, MQTT, REST, EDI (Electronic Data Interchange 940/945/210/214/990), and direct database writes
• Support NTEP (National Type Evaluation Program) Certificate of Conformance for legal-for-trade dimensioning, NIST Handbook 44 acceptance and tolerance requirements, OIML R129 (Multi-Dimensional Measuring Instruments), Measurement Canada type approval for cross-border trade, EU MID (Measuring Instruments Directive 2014/32/EU) for European deployments, NIST-traceable calibration chains, and freight-billing audit workflows for UPS/FedEx/USPS/DHL dim-weight verification and LTL freight-class validation under NMFTA (National Motor Freight Traffic Association) NMFC (National Motor Freight Classification) rules
• Log every dimensioning event with per-item confidence, image crop, measured length, width, height, cube (cubic feet or cubic meters), dim-weight (L × W × H ÷ 139 domestic parcel, ÷ 166 international parcel, or LTL freight class calculation), timestamp, item ID or license-plate barcode, operator ID, and station ID for NIST Handbook 44 and NTEP audit records, OIML R129 compliance, Measurement Canada records, freight-billing dispute reconciliation with UPS/FedEx/USPS/DHL, LTL freight-class recovery on NMFC audits, and MES/WMS/TMS integration

Bring intelligence to every part, product, and pallet today. Stop mismeasured cartons, uncubed parcels, and dim-weight adjustments from becoming freight-billing disputes, WMS slot-allocation errors, customer chargebacks, or NTEP audit exposure.

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More About Part and Product Dimensioning

What is part and product dimensioning with Vision AI?

Part and product dimensioning with Vision AI uses computer vision models on cubing-station cameras, overhead pallet-gantry rigs, dock-door dimensioning tunnels, forklift-mounted stereo-depth sensors, parcel-sortation belt cameras, in-process WIP conveyor cameras, structured-light 3D scanners, and laser triangulation profilers to measure length, width, height, cube (cubic feet or cubic meters), and dim-weight on parcels, cartons, palletized loads, in-process WIP parts, and finished products at legal-for-trade sub-half-inch accuracy on shipping units and sub-millimeter accuracy on manufactured parts.

The system supports both static dimensioning (item parked in a defined workspace) and dynamic dimensioning (item moving on a sortation belt at 200-300 packages per minute, forklift-carried pallet moving through a dock-door tunnel, palletizer output at line speed), integrates with WMS (Manhattan Active WM, Blue Yonder, Softeon, SAP EWM, Körber HighJump), TMS (Blue Yonder TMS, Manhattan TMS, Descartes, project44), parcel carriers (UPS Ready, FedEx OpenShip, USPS Web Tools, DHL XML), MES (Ignition, Rockwell FactoryTalk, Siemens Opcenter), and ERP (SAP, Oracle) via OPC UA, MQTT, REST, EDI (940/945/210/214), and direct database writes. Manufacturers, 3PLs (third-party logistics providers), e-commerce fulfillment operators, LTL carriers, parcel carriers, and retail distribution networks use it to prevent dim-weight billing disputes with UPS and FedEx accounts (typically $10K+ per month per active shipper account), recover LTL freight-billing revenue on outbound shipments, cut WMS slot-allocation errors, prevent customer chargebacks on mispackaged cartons at Amazon 1P inbound and Walmart DSD, avoid NTEP audit exposure, and document compliance under NIST Handbook 44, NTEP Certificate of Conformance, OIML R129, Measurement Canada, EU MID 2014/32/EU, UPS/FedEx/USPS/DHL dim-weight formulas, NMFTA NMFC LTL freight class, ISO 9001, IATF 16949, AS9100, ASME Y14.5, and FDA 21 CFR Part 820.

Can it integrate with our WMS, TMS, MES, parcel carriers, and PLC?

Yes. Roboflow Inference exposes a standard API supporting common warehouse-management, transportation, manufacturing, and parcel-carrier protocols. Customers integrate with WMS (Manhattan Active WM, Blue Yonder WMS, Softeon, SAP Extended Warehouse Management, Körber HighJump, Oracle WMS Cloud, Tecsys, Deposco, HighJump), TMS (Blue Yonder TMS, Manhattan TMS, Descartes MacroPoint and Aljex, project44, MercuryGate, JDA), YMS (yard management from Blue Yonder, C3 Solutions, Descartes), parcel carrier APIs and shipping systems (UPS Ready and WorldShip, UPS API, FedEx OpenShip and Ship Manager, FedEx API, USPS Web Tools and Endicia, DHL XML PI and DHL eCommerce, ShipStation, Shippo, EasyPost, Pitney Bowes SendPro), MES (Ignition from Inductive Automation, Rockwell FactoryTalk, Siemens Opcenter, AVEVA System Platform, Wonderware, iBase-t Solumina for aerospace WIP dimensioning), ERP (SAP, Oracle, Microsoft Dynamics 365, Infor, NetSuite, Epicor), and PLC controllers (Rockwell ControlLogix, Siemens SIMATIC S7, Beckhoff TwinCAT, Mitsubishi MELSEC, Omron Sysmac) that drive palletizer output, sortation belt divert, and dimensioning-station handshake. Integration protocols include OPC UA, MQTT, REST, EDI (Electronic Data Interchange transaction sets 940 warehouse shipping order, 943 warehouse stock transfer, 944 warehouse stock transfer receipt advice, 945 warehouse shipping advice, 210 motor carrier freight invoice, 214 transportation carrier shipment status, 990 response to load tender), ISA-95 for MES-line integration, PackML for line-state coordination, and direct database writes for factory and DC data warehouses.

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