What the workflow problem is
A vessel position should search cargo offers; a cargo requirement should search vessel offers. Ranking helps prioritize review when many records share only part of the required route or date context.
What LaycanMatch supports
LaycanMatch compares supported route, zone, laycan, quantity, DWT, cargo preference, confidence and freshness signals and can notify users when new candidates appear.
Important product boundary
A result is not a fixture recommendation and cannot assess information missing from the email or represented outside the scoring model.
How to evaluate it
Create known positive and negative positions with concrete ports and dates, then verify candidate type, ranking and source evidence.