Capability explorations / 05
See how each demo works.
Each demo focuses on one logistics problem. A production version would be designed around your
systems, controls, workflow, and users.
Lab 01 / Finance
Interactive
ANOMALY DETECTION
Freight Invoice Anomaly Detector
Scan a sample set of LTL invoice lines for duplicate billing, accessorial errors, and
overcharge patterns across five anomaly classes.
Uses synthetic invoice records and sample exception rules.
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Lab 02 / Finance
Interactive
SIMULATION
Dynamic FTL Pricing Simulator
Explore how a pricing model responds to synthetic lane conditions, fuel assumptions,
seasonality, capacity pressure, and day-of-week adjustments.
Uses sample lanes and synthetic pricing inputs; outputs are illustrative.
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Lab 03 / Warehousing
Interactive
OPTIMIZATION
Warehouse Slotting Optimizer
Watch an optimizer reassign sample SKUs across warehouse zones using velocity, weight,
and pick-path efficiency, then compare the proposed state.
Uses a sample facility layout and synthetic item movement history.
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Lab 04 / Transportation
Interactive
AGENTIC RETRIEVAL
Track-and-Trace Agent
Ask plain-language questions about sample shipment status, delays, and exceptions while
the agent retrieves and explains structured TMS-style records.
Uses fictional organizations and synthetic shipment records.
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Lab 05 / Maintenance
Interactive
RISK SCORING
Predictive Maintenance Dashboard
Monitor a sample material-handling fleet and inspect how simulated telemetry and usage
patterns influence asset-level failure-risk scores.
Uses sample assets, simulated telemetry, and illustrative model outputs.
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