The 2025 guide to AI voyage optimization (without the hype)

Why voyage optimization keeps failing in production

Most voyage optimization projects show double-digit fuel savings in pilot, then quietly evaporate within six months of going live.

The four common failure modes

Bridge override, data drift, exception handling, and incentive misalignment account for nearly every regression.

The operating model that works

Weekly model reviews tied to voyage P&L, a structured override loop, an exception desk, and incentive alignment.