/ Industries · Freight

Freight invoices in. ERP-ready records out.

Swarm extracts every charge, matches it to shipment and rate data, flags mismatches for human review, and posts the approved record—without replacing your ERP or TMS.

Freight invoice queue · todayLive workflow
INV-2041 · matched to shipmentReady
INV-2042 · accessorial mismatchReview
INV-2043 · approved for postingDone
/ Industry opportunity

Start with the backlog finance and operations can both see.

Freight invoice processing is the cleanest first wedge: high document volume, visible matching work, measurable leakage, and a clear human approval path. Once the operating model is proven, the same layer can extend to BOLs, PODs, manifests, customs documents, and service workflows.

60–75%
potential reduction in cost per invoice
70–80%
potential reduction in manual document processing
500+
documents per month where the workflow becomes compelling

Freight invoice processing

A real approval path—not a black-box automation claim.

The agent handles the repetitive reading and matching. Operators retain authority over uncertain fields, unexpected charges, and posting.

Inputs and systems

Freight invoiceBOL / PODShipment recordRate or PO dataERP / TMSEmail and portals
  1. /01

    Invoice arrives

    A PDF enters through email, portal upload, SFTP, or an existing document queue.

    Automated
  2. /02

    Charges are extracted

    The agent captures invoice, carrier, shipment, tax, line-item, and accessorial data with confidence scores.

    Automated
  3. /03

    Shipment and rate data are matched

    Extracted values are reconciled against the shipment record, BOL or POD, agreed rates, and ERP or TMS data.

    Checked
  4. /04

    Mismatches are explained

    Duplicate invoices, unexpected charges, missing records, and low-confidence fields are surfaced with evidence.

    Checked
  5. /05

    An operator reviews the exception

    The right owner approves, corrects, or rejects the record without reconstructing the case from multiple systems.

    Human review
  6. /06

    The approved record is posted

    Swarm exports or writes the validated record to the ERP, TMS, AP workflow, or downstream reporting system.

    Automated
/ Priority use cases

The first wedge—and what comes next.

Begin with a workflow that has visible backlog and measurable cost, then reuse the operating layer across adjacent freight work.

Where Swarm can operate across the freight journey

Invoice control and finance operations

Reduce the cost, delay, and leakage created by manual invoice review.

Shipment documents and intake

Turn paperwork from inboxes and portals into validated operating data.

Customer and partner operations

Resolve repetitive requests while preserving a controlled handoff for exceptions.

/ Case studies

The production patterns behind the freight workflow

Swarm’s current proof comes from adjacent document-heavy operations: extraction, decision routing, and enterprise workflow integration. These are the same production patterns the freight solution uses.

Designed for risk-first freight buyers

Built to fit the stack, controls, and buying group you already have.

Works around ERP, TMS, and EDI

Swarm acts as an operations layer across the systems, portals, inboxes, and spreadsheets already running the business.

Human review is explicit

Define which records can move automatically, which require approval, and what happens when data is missing or uncertain.

Every decision has evidence

Keep extracted fields, matching context, exception reasons, approvals, and system updates together for audit and dispute review.

Clear data and system boundaries

Document where data enters, what the agent can access, where records are stored, and which actions it can take.

Ready for the buying group

Give operations, IT, procurement, finance, and AP a shared workflow scope instead of five different interpretations of the project.

One measurable workflow first

Start with a bounded queue and agreed metrics, prove the operating model, and expand only after quality and control are visible.

/ Implementation

From a real invoice queue to production

  1. /01

    Map one live workflow

    Document invoice sources, fields, match rules, exception types, systems, owners, volume, cycle time, and current handling cost.

  2. /02

    Prove it on representative documents

    Run a sample set through extraction, matching, exception review, and export while operators validate accuracy and fallback behavior.

  3. /03

    Integrate, monitor, and expand

    Connect the production queue, track cost and quality, then reuse the pattern for adjacent freight documents and requests.

Bring us a real freight invoice queue.

We’ll map the documents, match rules, exceptions, human approvals, and system handoffs required to put it into production.

Book a freight workflow assessment