Steel / Heavy Industry · Industrial AI
Steel Plant: Rail Yard Visibility & Detention Dossiers PoC
Anonymized in-plant rail PoC: rake lifecycle map, configurable detention clocks, and dispute PDFs, financial math stays out of LLMs.
PoC + industrial hardening roadmap
The Problem
A large integrated steel site relied on registers and radio for rake status. Demurrage accrued beyond free time without a single trusted clock; commercial teams lacked immutable evidence for disputes.
The Solution
Xenith Yard delivered a yard map, advance rake lifecycle, and demurrage dossier generator. Edge CV intrusion alerts fed HITL before any siren. Tariffs and clocks lived in a rules engine, not prompts.
What we would do differently
Agree the demurrage clock rules with the finance team, in writing, before wiring camera events. Two definitions of 'placement time' delayed the first dossier by ten days.
Business Impact
Documented ~43% industrial readiness scorecard on internal rubric, strong domain UI, roadmap for IdP, SAP/FOIS, and durable workflows. Public story anonymized.
Xenith Yard productTech Stack
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