Industrial AI
Production Pattern

Xenith Yard

In-plant rail logistics with deterministic detention clocks.

Xenith Yard targets steel and heavy-industry rail yards: rake lifecycle, yard map, demurrage defense dossiers, and track intrusion alerts. Financial and safety decisions stay in rules and sensors; language models summarise and draft, they do not own the clock. Documented PoC maturity with a production hardening roadmap.

PoC + hardening roadmap
Plant PoC → phased industrial rollout

Deployed as a scoped engagement for your stack - not a self-serve trial or live sandbox.

Xenith Yard: In-plant rail logistics with deterministic detention clocks.

Why teams look for this

Problems this pattern addresses

Rake status lives in radio and registers

Delayed state means demurrage accrues beyond free time without a single trusted clock.

Disputes without immutable evidence

Commercial teams assemble packs by hand; timestamps and zone events do not survive audit.

Hazard tracks lack continuous monitoring

Intrusion alerts need HITL before sirens; an LLM does not decide safety trips.

Where it sits in your stack

RFID / GPS / CV edge
Yard rules + clocks
Xenith Yard map
Commercial dossier PDF

How it works

Rake lifecycle

Advance, shunt, inbound inject on an interactive yard map.

Detention clocks

Configurable tariffs in a rules engine, never in prompts.

Dispute dossiers

PDF packs with immutable timestamp chains.

Safety CV

Edge intrusion alerts with human confirm before sirens.

Governed AI

Safety, audit, and rollout rules

Read the Governed AI doctrine for how Xenqube separates model output from money and safety actions.

Money and safety outside the model

Detention math and safety trips are deterministic. LLMs may draft narrative around evidence; they do not own the clock.

Proof and measurement

Workshop and shadow-trial metrics are labeled when synthetic. Live SLAs require a named pilot agreement.

MetricTarget / demoNotes
Industrial readiness (internal)~43%PoC scorecard; hardening roadmap weeks 1–28
LLM on detention clockDisabledExplicit Zero-LLM-Trust boundary
Dispute pack prepOne-click PDFSynthetic rakes in PoC demos

Who this is for

Yard / traffic controllers
Commercial logistics
Safety officers
Plant IT

Use cases

Steel plants with >100 km internal track and disputed detention
Yard controllers replacing logbooks with live rake state
Commercial teams defending demurrage with audit-grade dossiers
Safety officers monitoring hazard tracks and crossings

Rollout

Phased trust model

1. PoC map

Lifecycle + clocks on synthetic rakes.

2. Connect telemetry

RFID/GPS/enterprise IdP integration.

3. Assist

Approved shunt and dossier workflows.

4. Harden

Durability, persistence, SAP/FOIS-class connectors.

What's included

Typical engagement deliverables

Scoped to your stack and compliance needs. We deploy the working system into your environment and hand over runbooks - not a sandbox login.

1

Yard map and lifecycle demo on synthetic rakes

2

Detention clock rules engine (configurable tariffs)

3

Sample dispute PDF with evidence chain

4

Roadmap for RFID/GPS/enterprise IdP integration

Questions buyers ask

Frequently asked questions

Can an LLM set demurrage tariffs?
No. Tariffs and free-time rules live in a configurable engine. Models may explain a dossier, not invent clocks.
Is this production-ready on day one?
Public wording is PoC plus hardening roadmap. We publish maturity honestly rather than overclaim.

Want Xenith Yard in your environment?

Book a 30-minute call. We'll map your use case, confirm fit, and outline a deployment timeline - no self-serve trial, no pitch deck.

PoC + hardening roadmap from kickoff.