Short answer: Laycan extraction from broker emails is difficult because brokers use short dates, mixed separators, relative wording and region-specific shorthand. LaycanMatch tries to normalize the date window, preserve the original text and surface low-confidence cases for broker review instead of pretending every laycan can be read with certainty.

01

Common laycan formats in broker emails

  1. 10/15 Jul
  2. 22-28 July
  3. abt mid July
  4. prompt
  5. spot
  6. end June / early July
  7. 1H Aug
  8. 2H Sep
  9. mid/end July
  10. late Jul
  11. 5 days either side
  12. 10 days around 25 Jul
  13. open 24/27 Jul
  14. ETA 03 Aug, ldcan 05/10 Aug
  15. firm 12-14 July
  16. subj stem 15/20 Jul
  17. beg Aug
  18. prompt end June
  19. early/mid Aug
  20. around first week July

These are exactly the kinds of strings that make simple keyword parsing unreliable.

02

Examples: raw laycan text to normalized output

Raw textNormalized interpretationReview note
22/28 July2026-07-22 to 2026-07-28Direct range
mid JulyApprox. 2026-07-13 to 2026-07-17Approximate window
late JulApprox. 2026-07-23 to 2026-07-31Approximate window
promptNo fixed date rangeNeeds desk interpretation
1H Aug2026-08-01 to 2026-08-15Half-month shorthand
end June / early JulyBridging two date windowsLow confidence unless context helps
5 days either sideRelative to another anchor dateNeeds source context
ETA 03 Aug, ldcan 05/10 Aug2026-08-05 to 2026-08-10Choose laycan, not ETA
03

Example broker emails where laycan can be misread

Example broker email:
"MV SEA ORBIT open Iskenderun 14 Jul, can work 2/3 days either side, pref Red Sea cargoes."

Laycan interpretation:
The source implies a flexible opening around 14 July, not a hard fixed laycan. A system should preserve the flexibility note and avoid pretending the vessel is simply open on one date.

Example cargo circular:
"Need 28k scrap ex West Med prompt / very early Aug, charterers can stretch if ship in area."

Laycan interpretation:
"Prompt / very early Aug" is commercially useful, but not a clean normalized date range without desk context. Confidence should fall and broker review should stay visible.

04

Ambiguous cases where broker review is required

Laycan becomes ambiguous when the email bundles cargo and vessel notes together, uses relative terms without a reference date, mixes ETA and laycan, or says things like "owners flexible", "charterers might accept few days either side" or "open around then".

Not legal or commercial advice: Laycan normalization is operational support only. The broker still checks the actual circular, recap and negotiation context.

05

What LaycanMatch does not do

LaycanMatch does not invent exact calendar dates when the broker email is commercially ambiguous, and it does not replace broker judgment on whether a window is still workable. The system keeps the raw laycan text, proposes normalized dates where the wording supports it, and flags uncertainty where it does not.

The goal is faster review with an auditable source trail, not false certainty from aggressive date guessing.