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Arc Data Lab / Working Demos

Try the demos and see how they work.

Five hands-on demos using synthetic data. Try the workflows and see how each model responds.

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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Have a similar problem?

Bring one process that is not working. We’ll help identify a practical first step.

We’ll talk through the users, systems, business rules, controls, and delivery path.