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    NAVA InventoryVision AI

    Verify Inventory Counts as Goods Arrive and Leave

    InventoryVision AI helps warehouse teams verify physical quantities during inbound receiving and outbound dispatch. Count visible cartons, boxes or pails at a controlled checkpoint, then compare observations with the relevant record and review differences with visual evidence. Camera coverage, item presentation and workflow requirements are validated for each deployment.

    NAVA InventoryVision AI dashboard showing live inventory verification feeds, quantity match metrics, and review status

    Trusted by global businesses

    ICU Medical
    NOV
    Nixon Power
    Exterran

    The Problem

    The Inventory Visibility Problem: Verify What Arrives and Leaves

    Repeated Counts Slow Receiving & Dispatch

    When the first count is not trusted, incoming or outgoing loads may be checked again. Repeated counting consumes attention and can delay receiving, putaway or dispatch.

    Quantity Mismatches Surface Too Late

    Receiving and dispatch records need physical verification. Shortages or overages may surface only after goods are stored or shipped, making them harder to investigate.

    Loads Change Between Checkpoints

    Cartons or pails may be added, removed or split between unloading, staging and loading. An earlier count does not confirm the quantity after a load changes.

    Reconciliation Takes Time

    Comparing counts with supplier delivery records, pick slips and warehouse entries can require repeated checks. Missing references make reconciliation harder.

    Movement Does Not Prove Quantity

    Seeing a pallet cross a dock does not establish its unit contents. New receipts, outbound loads and returning goods must be distinguished by shipment context.

    Disputes Lack Usable Evidence

    A disputed receipt or shipment can trigger lengthy footage searches and record checks. Missing count context makes it harder to establish what moved and when.

    The Operational Gap

    What Your WMS Records vs. What Physically Moved

    Your WMS or ERP remains the system of record. InventoryVision AI adds a physical check at an agreed receiving, staging or dock point for comparison with the relevant receipt or dispatch record.

    System of record

    What Your WMS / ERP Records

    • Expected receipt and pick-slip quantities
    • Recorded receiving transactions
    • Recorded picking and dispatch activity
    • Declared units of measure
    • Delivery, shipment and loading references
    • Recorded returns and adjustments
    VS

    Operational reality

    What Needs Physical Verification

    • Visible units at the checking point
    • Quantity changes after an initial scan
    • Inbound, outbound and returning movements
    • Physical counts versus expected quantities
    • Time and place of the observed movement
    • Visual evidence for a discrepancy review

    The Inventory Intelligence Workflow

    InventoryVision AI: Physical Count Verification for Receiving and Dispatch

    InventoryVision AI applies computer vision inventory management to defined receiving and dispatch workflows, not every storage location. Pallet movement, unit quantity and SKU identity remain separate checks.

    Step 1

    Observe the Counting Point

    Use a controlled scan zone or suitable dock view for receiving or dispatch. Agree on item presentation, camera coverage and the counting boundary before evaluation.

    Step 2

    Count and Capture Context

    Capture visible quantities, unit type, time and checking point. Link counts to a delivery or load and record direction where those associations can be validated.

    Step 3

    Compare and Flag Exceptions

    Compare physical quantities with expected receipt or dispatch quantities. Flag shortages, overages, uncertain counts and changed loads for review.

    Step 4

    Review and Reconcile

    Review evidence before confirming receipt or dispatch outcomes. Acceptance, release and stock adjustments remain under your controls.

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    Inventory Metrics

    The Inventory Metrics That Drive Accuracy and Efficiency

    Measure physical units, movement direction, differences from expected quantities and review status. Validate counting performance separately from whether a delivery or shipment matches its record.

    Physical Unit Counts

    Record pallets, boxes or cartons, and pails as separate units of measure. Counting a pallet does not establish the number of units it contains.

    Inbound, Outbound & Backload Counts

    Report new receipts, outbound loads and returning goods separately. A shared shipment reference and consistent unit of measure are required for net-quantity calculations.

    Quantity Mismatch Alerts

    Compare observed and expected quantities for the relevant record. Flag shortages, overages and uncertain observations for review, not automatic loss attribution.

    Validated Count Accuracy

    Compare automated counts with independently checked samples. Include missed, duplicate and uncountable events under agreed test conditions.

    Units by Hour, Shift & Day

    Summarize received, dispatched and returned units by period or dock. Keep separate counting points distinct to avoid double-counting.

    Review & Reconciliation Status

    Track which count records match, differ or need review. Keep unresolved and uncountable events visible rather than treating them as verified inventory.

    Financial Impact

    Financial Impact: Why Inventory Accuracy Matters

    Build the business case around receiving and dispatch recounts, disputed quantities and correction effort. A paid proof of value tests whether the benefit justifies software, camera and workflow costs.

    01

    Less Repeated Counting

    Give checkers a defined count and supporting evidence. Measure whether this reduces duplicate checks without shifting work elsewhere.

    02

    Faster Discrepancy Investigations

    Link a count to its time, checking point and receipt or dispatch reference, helping reviewers find relevant evidence faster.

    03

    Earlier Quantity Corrections

    Flag differences while received goods or an outbound load can still be checked, where the workflow supports it.

    04

    Clearer Receipts & Returns Reconciliation

    Keep new receipts, outbound quantities and returns distinct, then compare each with its expected record.

    05

    Better Receiving & Dispatch Decisions

    Give responsible operators evidence for rechecking, receipt acceptance or dispatch decisions. A camera count does not approve stock updates or release.

    06

    A Measurable Business Case

    Compare verified labor and correction savings with deployment and recurring costs. Separate recovered capacity from cash savings.

    Illustrative Workflows

    How Inventory Teams Use a Computer Vision Inventory Management System

    These workflows are intended for evaluation in a scoped proof of value. They are not reported customer deployments or achieved results.

    Use Case 01

    Verify Outbound Quantities Before Dispatch

    A warehouse checks cartons or pails against a pick slip before staging or loading. Repeated counts slow dispatch, and later changes can invalidate the first check.

    A controlled scan zone or suitable loading view captures visible units. The count is linked to the relevant load and compared with the expected dispatch quantity. The checker reviews differences and uncertain counts, while changed loads are re-scanned under the agreed process.

    Value to validate: Fewer recounts, earlier corrections and evidence for dispatch decisions. Acceptance criteria and economics are agreed in a paid proof of value.

    Use Case 02

    Verify Inbound Quantities Before Putaway

    A warehouse receives cartons or pails and needs to check what arrived against the expected delivery before putaway. A recorded receipt alone does not provide independent evidence of the quantity unloaded.

    A suitable unloading view or controlled receiving scan zone captures visible units. The count is linked to the delivery and its supplier packing list, advance shipping notice or expected receipt. Shortages, overages and uncertain counts are reviewed under the agreed process.

    Value to validate: Less receiving rework, earlier quantity corrections and evidence for supplier discussions. Receipt acceptance and inventory updates stay under customer controls.

    Works With What You Have

    Integrates With Your Existing Warehouse and Inventory Systems

    InventoryVision AI complements your WMS or ERP; it does not replace it. File exchange, APIs and reporting connections are scoped for your systems, identifiers and approval rules; prebuilt connectors and automatic stock updates are not assumed.

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    Deployment Options

    Flexible Deployment Options for Inventory Management

    Choose the processing model during technical scoping. Suitable existing cameras may be reused, while additional views, lighting or workflow changes may be required.

    01

    Cloud Deployment

    Centralized Count Intelligence

    • Processing in an agreed cloud environment
    • Centralized count records and review dashboards
    • Multi-facility reporting where configured
    • Defined access, retention and update policies
    • Bandwidth and running costs assessed before rollout
    02

    Edge Deployment

    Processing Near the Checkpoint

    • Processing on-site near the counting point
    • Response time tested against the workflow
    • Compute and network requirements agreed
    • Local data handling and retention controls
    • Offline behavior assessed during design
    03

    Hybrid Deployment

    Local and Central Flexibility

    • On-site processing for defined camera views
    • Selected events and analytics shared to cloud
    • Video transfer governed by agreed policies
    • Local and central responsibilities defined
    • Site connectivity and costs validated

    Illustrative Workflow — Not a Customer Result

    From Manual Recounts to Evidence-Backed Inventory Checks

    Illustrative receiving and dispatch checks link an expected quantity, a physical count and a reviewer decision. Validate camera conditions and value at one checkpoint before rollout. No customer accuracy, labor-saving or financial results are claimed.

    Quantity Check

    Expected vs. observed units

    Review Evidence

    Time, checking point and count record

    Discuss a Paid Proof of Value

    Start With One Count Problem

    Close Quantity Verification Gaps in Receiving and Dispatch

    Request a 20-minute Inventory Verification Review to discuss workflow, camera coverage and expected quantities. This is a fit conversation; technical validation or deployment is separately scoped as a paid proof of value.

    Frequently Asked Questions

    A controlled scan zone is a defined checking area for a received or outbound pallet or load. Agreed camera views support counts of visible cartons, boxes or pails for comparison with the expected quantity. Lighting, occlusion, packaging and presentation must be validated. Hidden contents are not automatically counted, and changes after scanning require another validated check.