How AI Runs a Crude Terminal

A field report from Cadiz, Ohio.

The morning nobody opens a spreadsheet

The day starts with a briefing nobody wrote. Overnight loads, railcar movements, crew punches, and camera events are already compiled, cross-checked, and waiting. The operations manager sees the state of the terminal before the first truck pulls in — without touching a single spreadsheet, inbox, or radio.

That is not a feature. That is the baseline. Every morning that requires manual assembly is a morning where something can be missed, misread, or stale by the time it reaches the desk.

A ticket that writes itself

When a truck finishes offloading, the ticket already exists — captured at the rack, confirmed by the loader, reviewed by a manager, all digitally. The pump data, the gravity reading, the car number: already recorded, already cross-checked, already in the log.

Paper tickets introduce a lag between what happened and what the books say happened. Digital capture at the rack closes that gap to zero. The terminal grew revenue 4.9x in its first full AI-assisted year. Accurate data, captured immediately, is a meaningful part of how.

The watchman that never blinks

Overfill-guard logic, camera OCR on the spur, and network health checks run continuously. The interesting part is not the alerts that fire — it is the ones that no longer need to.

Every near-miss that used to require a loader to notice something, catch something, or remember to check something is now watched by an agent that does not have a shift change, a distraction, or a bad day. The crew does not carry less responsibility. They carry better tools.

What this means for midstream

The terminal of the next decade is small-crew, high-throughput, and software-defined. We are running one today.

Revenue per labor-hour improved +64% in the same year the terminal added two new pump skids and expanded throughput. The math works because the overhead did not scale with the volume. The agents absorbed it.

Other terminals are one AI stack away from the same trajectory. The playbook exists. It is running in Ohio.