Manifest Verification AI

Verify every inbound BOL, every outbound tender, and every cross-dock reconciliation in real time.

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Manifest Verification AI Across Inbound BOL/ASN, Outbound Tender, Cross-Dock, and Every Inventory-Accuracy Task

Deploy Anywhere, Run Everywhere
Run manifest verification on the edge (line-side jetson-class or industrial edge next to the receiving dock), on-prem in the DC, in a customer-controlled VPC, or via PLC-level integration with the sortation and dock-door control systems.
One Platform, Full Adoption
Tools every logistics team can adopt, no separate ML team required.
SOX-Ready, OTIF-Ready, and Every Traceability Standard
Data stays safe with SOC 2 Type II, encrypted data at rest and in transit, and an uptime SLA on every receiving and dispatch station.

“Achieving positive results using AI in a lab environment is easy, but the real challenge comes when scaling the solution across a network like ours without disrupting day-to-day operations. Our partnership with Roboflow is allowing us to do just that.”

Asim Ghanchi

AVP of Technology, BNSF

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Talk to a Vision AI engineer who's shipped manifest verification in DCs, cross-docks, and inventory-accuracy operations.

A single short-shipped inbound that ships-and-cheats the ASN, wrong-SKU pick that loads onto the wrong outbound trailer, or over-cased pallet that breaks the case-per-pallet math on a Walmart 1P inbound can mean a Walmart OTIF chargeback that costs 3% of the invoice per infraction, an Amazon Vendor Central chargeback that pulls freight-recovery revenue on a hot ASN, or a SOX inventory-accuracy hit that shows up on the next quarterly audit and hits the finance controller. Bring us your toughest manifest verification problem and we'll map a working solution.

Ask us about:

Solution architecture for SOX, IFRS/GAAP inventory valuation, CTPAT, DSCSA pharma, FDA 21 CFR Part 820, 49 CFR hazmat, IATA DGR, IMDG, ITAR/EAR, ISO 9001, BRC/BRCGS, SQF, IATF 16949, AS9100/AS9102, Walmart OTIF, Amazon Vendor Central, Target, and Kroger scorecard compliance
Live demo on your real inbound-dock footage, outbound-dock imagery, over-conveyor sortation-belt video, cross-dock reconciliation captures, cycle-count mobile-terminal footage, or drone aerial yard inventory with your real container mix (parcels, cartons, cases, pallets, ULDs, IBC totes) and label mix (BOL, packing slip, LPN license-plate barcode, SSCC-18 GS1 pallet label, VICS BOL)
Deployment options: dock-side receiving camera, over-conveyor gantry, cross-dock reconciliation tunnel, put-away cart, forklift-mounted, cycle-count mobile terminal, drone ceiling-mount, AMR robot end-effector, edge (line-side or dock-side), on-prem, air-gapped for defense-adjacent inventory, with integration into WMS (Manhattan Active WM, Blue Yonder, Softeon, SAP EWM, Körber HighJump), ERP (SAP, Oracle, Microsoft Dynamics, Infor, NetSuite), TMS (Blue Yonder TMS, Manhattan TMS, Descartes, project44, Oracle OTM), YMS (Blue Yonder YMS, C3 Solutions, Descartes), and EDI (856 ASN, 940/945 warehouse, 947 inventory adjustment, 852 product activity)
ROI modeling against Walmart OTIF chargebacks (3% of invoice per infraction), Amazon Vendor Central chargebacks and freight-recovery leaks, SOX inventory-accuracy audit exposure, cycle-count labor hours, ASN-vs-actual reconciliation labor, cross-dock mis-routes, put-away errors and pick errors cascading into fulfillment, and hardware refresh on aging dedicated OCR-based manifest-verification systems (Cognex DataMan class, Zebra class, Honeywell class, Datalogic class)

Over 16,000 organizations build with Roboflow.

Rivian
Pella
Chobani
USG Corporation
BNSF Railway
American Woodmark

Start where you are

Verify Every Manifest, Every Pick, and Every Pallet, from Inbound Dock to Outbound Truck, with Vision AI

Add a real-time verification layer to every manifest, ASN, pick, and pallet with Vision AI for manifest verification. Roboflow verifies inbound receipts, outbound picks, cross-dock content, and yard inventory in real time, and connects the results to your WMS, TMS, YMS, and ERP.

Inbound, Outbound, and Cross-Dock Reconciliation:

Verify inbound receipts against the BOL and ASN as trailers offload, reading LPN and SSCC-18 pallet labels even when they're wrinkled, wet, or partially damaged, and reconciling actual SKU count against the ASN before the receipt closes
Verify outbound picks against the pick list and load tender in real time, catching wrong-SKU, short-case, over-case, and mis-routed pallets before the trailer seals, with corrective feedback to the forklift operator on a dock-side display
Reconcile cross-dock content by matching inbound freight to outbound freight, catching wrong-customer loads, wrong-lane loads, and count mismatches before dispatch

Case-Per-Pallet Math, Cycle Count, and Yard Inventory:

Verify case-per-pallet math against each retailer's specific standard (Walmart, Amazon 1P, Target, Home Depot, Costco, Kroger), catching over- and under-cased pallets before they trigger an OTIF chargeback
Verify cycle counts against the WMS in the same inference call, closing reconciliation gaps that would otherwise show up as SOX inventory-accuracy findings at year-end
Reconcile drone-based yard inventory against the YMS, catching phantom trailers and misidentified trailer contents before the outbound schedule breaks

WMS/ERP/EDI Integration, OTIF Compliance, and Regulated-Vertical Traceability:

Integrate with WMS (Manhattan Active WM, Blue Yonder, Softeon, SAP EWM, Körber), ERP (SAP, Oracle, Microsoft Dynamics), TMS (Blue Yonder, Manhattan, Descartes, project44, Oracle OTM), YMS (Blue Yonder, C3 Solutions, Descartes), and mobile terminals via OPC UA, MQTT, REST, and EDI (856, 940, 945, 947, 852, 210, 214, 990, 204)
Support SOX inventory-accuracy, CTPAT trailer inspection, DSCSA drug pedigree, FDA 21 CFR Part 820 and Part 11, 49 CFR hazmat shipping papers, IATA DGR, IMDG, ITAR/EAR, ISO 9001, BRC/BRCGS, SQF, IATF 16949, AS9100/AS9102, and retail OTIF scorecards at Walmart, Amazon, Target, Home Depot, Costco, and Kroger
Log every verification event with confidence, image, OCR read, matched or mismatched SKU, actual vs. expected count, timestamp, dock, trailer, driver, and ASN version for SOX audits, DSCSA records, OTIF defense, CTPAT compliance, and freight-billing dispute reconciliation

Bring intelligence to every manifest today.

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More About Manifest Verification

What is manifest verification with Vision AI?

Manifest verification with Vision AI uses computer vision models and cameras at the dock door, over the sortation belt, on forklifts, and in the yard to check that what actually shows up matches what the paperwork says. The software verifies inbound receipts against the BOL and ASN, verifies outbound picks against the pick list and load tender, reconciles cross-dock content, checks case-per-pallet math against each retailer's standard, and reconciles cycle counts and yard inventory against the WMS and YMS. It reads LPN and SSCC-18 pallet labels even when they're wrinkled, wet, or damaged, and connects to your WMS, ERP, TMS, YMS, and EDI systems. Shippers use it to prevent Walmart OTIF chargebacks (3% of invoice per infraction), avoid Amazon Vendor Central chargebacks, close SOX inventory-accuracy gaps, and prevent DSCSA drug pedigree mismatches.

Can Vision AI verify manifests, read damaged labels, and reconcile ASNs at DC-scale throughput?

Yes. Roboflow reads LPN and SSCC-18 labels with deep-learning OCR trained on your actual dock imagery, reconciles the reads against the ASN and BOL in the same inference call, computes case-per-pallet math against the retailer's standard, and shows the pass/fail decision to the receiving supervisor before the receipt closes. For damaged labels, it uses the pallet's loading context (orientation, adjacent labels) to disambiguate the read.

Does manifest verification support SOX, DSCSA, CTPAT, 49 CFR hazmat, and Walmart OTIF?

Yes. Roboflow supports DC, cross-dock, and yard operations under SOX inventory-accuracy internal controls, IFRS and US GAAP inventory-valuation reporting, CTPAT 7-point trailer verification, DSCSA drug pedigree, FDA 21 CFR Part 820 and Part 11, 49 CFR hazmat shipping papers, IATA DGR, IMDG, ITAR and EAR, ISO 9001, ISO 22000, BRC/BRCGS, SQF, IATF 16949 and PPAP, AS9100 and AS9102, and retail OTIF scorecards at Walmart, Amazon Vendor Central, Target, Home Depot, Costco, and Kroger. Every event is logged with the OCR read, matched-or-mismatched SKU, actual vs. expected count, timestamp, dock, trailer, driver, and ASN version, ready for SOX audits, DSCSA records, OTIF scorecard defense, CTPAT compliance, and freight-billing reconciliation.

Can it integrate with our WMS, ERP, TMS, YMS, and EDI?

Yes. Roboflow Inference (opens in a new tab) exposes a standard API that connects to WMS (Manhattan Active WM, Blue Yonder, Softeon, SAP EWM, Körber, Oracle), ERP (SAP, Oracle, Microsoft Dynamics), TMS (Blue Yonder, Manhattan, Descartes, project44, Oracle OTM), YMS (Blue Yonder, C3 Solutions, Descartes), mobile terminals (Zebra, Honeywell, Datalogic), AMR fleets (Locus, Fetch, 6 River Systems, GreyOrange, Symbotic), and RFID/RTLS (Zebra, Impinj) through OPC UA, MQTT, REST, EDI (856, 940, 945, 947, 852, 210, 214, 990, 204), EPCIS 2.0 for DSCSA, and direct database writes. Deployments run on-prem, on the edge next to the receiving door, in a VPC, or air-gapped, with real-time ASN drift alerts to receiving supervisors, wrong-SKU alerts to forklift operators, cross-dock lane-mismatch alerts, cycle-count write-backs to the WMS, and drone-based yard reconciliation with the YMS.

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Manifest Verification AI