What the workflow problem is
Spreadsheets remain flexible, but email-driven offer work becomes fragile when copying is inconsistent, versions diverge and source messages are difficult to trace. Multi-field matching also depends on disciplined normalization.
What LaycanMatch supports
LaycanMatch automates supported field extraction, keeps source links, provides filters and ranks candidates from the structured email scope.

Important product boundary
A spreadsheet may still be appropriate for controlled low-volume work. LaycanMatch does not replace every reporting, CRM or calculation use case.
How to evaluate it
Use the same email sample in both workflows and compare setup effort, corrections, duplicate handling, source traceability and time to find known offers.
