// Industry playbook / 02

Agents that see every dock, reason across the yard, and act on logistics in real time

Track every item from dock to truck with cameras and RFID. Stop misloads, cut dwell time, and prove chain of custody.

Industry playbook / 02 operations monitored by Thinking Stack vision agents
trailer · dock 07
handler · ppe ok
Agents active
51.92° N / 4.48° E
Thinking StackPerceive · Reason · Act

Agents that move the value drivers your business runs on

From perception to action — the outcomes our agents are measured on.

Inbound & Quality

FunctionKPIAI enhancement
Inbound ReceivingASN match %, shorts/overs, dock-to-stock timeLayer-capture vision at receive; GS1/OCR for dates and IDs; RFID lot/batch binding creating pallet DNA; instant ASN mismatch alerts to WMS/TMS.
Quality Inspection & ComplianceQA pass rate, compliance hold hours, rework cycle timeVision cues for crush/moisture damage; OCR/NER for hazard and handling labels; no-release-unless-verified rules with photo evidence.

Outbound & Fulfilment

FunctionKPIAI enhancement
Order Picking (batch/lot/expiry)Pick accuracy %, scan-fail %, FEFO compliance %Pick-path enforcement of FEFO and lot eligibility; barcode integrity checks; real-time exception prompts with evidence.
Cross-Dock (sortation & lane adherence)Missort rate, on-time departure %, exception closure timeDock-door CV for lane/door context; RFID validation against route plan; no-load-unless-match with a supervisor exception queue.
Loading / Load VerificationMisload rate, OTIF %, perfect order rate, claim rateCV confirmation of door–trailer pairing; RFID EPC vs load list; geofenced load start/stop; hard ship-hold on mismatch.

Cold Chain

FunctionKPIAI enhancement
Cold-Chain MonitoringTemperature excursions, spoilage/claim rate, alert response timeBLE temp/humidity beacons; geofenced alerts; CV door-open context; sensor trace and images auto-attached to the shipment record.

Why agents, here

Vision agents deployed across industry playbook / 02 sites

Logistics networks depend on continuous, scan-free awareness of where every pallet, tote and parcel really is — not just what the system believes.

We blend computer vision at dock doors and choke points with RFID portals and BLE beacons to create a unified stream of location, status and exception events your WMS/TMS can act on instantly.

// Key applications

What the agents actually do

Cross-dock & misload prevention

  • Verify the right pallet onto the right route at the right time
  • Vision confirms door/trailer context; RFID affirms item identity
  • Rules block wrong-lane and wrong-truck loads before they leave

Yard & dock orchestration

  • Gate-to-door tracking and trailer presence verification
  • Dwell timers and congestion alerts to improve turns per hour
  • Safer forklift and pedestrian flows across the yard

Parcel, CEP & returnable assets

  • Chute missort detection, lane adherence and volumetrics
  • Item-level visibility for pallets, totes, dollies and roll cages
  • Cut search time and shrink; improve availability for pick waves

Cold chain integrity & loss prevention

  • BLE beacons stream temperature, humidity and movement
  • Vision adds door-open context to explain excursions
  • Restricted-zone monitoring and seal/tamper visibility

// How the system works

From visual and passive data feeds to your system of record

  1. 01

    Multi-source data capture

    Dock-door cameras, RFID portals and handhelds, BLE beacons and GPS telematics stream signals at every critical handoff.

  2. 02

    Data fusion & event model

    Tag and beacon reads correlate with vision detections and zone maps to publish unified events — Pallet ABC loaded to Route 12 at Door 7.

  3. 03

    Locator engine

    Zone- and door-level accuracy, with optional RSSI/AoA triangulation for finer indoor localisation.

  4. 04

    Rules, alerts & automations

    No-load-unless-match, misload stop rules, excursion alerts and geofence violations pushed in real time to ops channels.

  5. 05

    Dashboards, copilot & integrations

    Operational KPIs, heatmaps and exception queues, with webhook and API connectors into WMS, TMS and ERP.

98–99%

item-level inventory accuracy with RFID

↓ misloads

blocked at the dock, before departure

Audit-ready

chain of custody for every shipment

// Case snapshots

Results in the field

Misload reduction at cross-dock

Challenge · High rework and returns with repeatedly missed SLAs.

  • Dock-door vision plus RFID portal validation blocked wrong-truck loads
  • Exceptions dropped materially within the first quarter
  • On-time departure improved without added headcount

Cold-chain claims prevention

Challenge · Temperature-related claims could not be attributed or defended.

  • BLE telemetry plus door-open vision created a defensible audit trail
  • Reduced temperature-related claims and callbacks
  • Faster root-cause on every excursion

Start with a live demo on your own scenario

We'll map your KPIs to the agents that move them, then run a pilot on the cameras you already have.

Book a demo