How is AI changing your industry — and what should you do next?

You want AI agents in stowage, B/L or port-call work, but a person must still sign off.

Decision support that captures planners' rules and explains its checks, human approval gates, PoC to operations.

You want AI to cut trade-document and ERP ↔ e-invoicing work, while the rules keep changing.

Document AI and per-jurisdiction integration packages built on the standards (UBL, EDIFACT).

You want AI on 4M changes and NG → RCA → CAPA, with accountability staying on the shop floor.

Event-driven workflows, statistical (EWMA/CUSUM) drift alerts kept separate from the LLM's explanation, risk-based human approval.

You want to move from plant anomaly detection towards agentic operations, and need to decide how far to automate.

From a failure-prediction PoC to operating workflows with human review nodes — never-automate zones first.

You want agents in operations but are unsure how to bound their permissions, audit them and keep human approval.

An agent security harness (alignment, ownership and posture files), human approval gates, agent observability UI.

LLMs alone do not solve your forecasting, optimisation or anomaly-detection problem.

Statistics and optimisation raise the signal, the LLM explains it, a person signs off.