Map the procurement stage
Describe whether the task concerns a request for information, quotation, proposal, award, or purchase execution. These artifacts serve different purposes and contain different fields. Include the stage and document role in metadata so a model is not forced to infer the workflow from filenames alone.
Preserve document bundles
A requirement may live in an attachment while a response references it from another file. Keep bundle identifiers, attachment order, and cross-references where available. Specify whether the model must work on one document at a time or reason over the complete collection associated with a procurement event.
Define relevant outcomes carefully
For classification or comparison, describe labels using observable evidence and explicit review rules. Do not turn a supplier’s eventual selection into an objective quality label without considering the selection process and information available. Keep confidential pricing or evaluation commentary outside scope unless specifically reviewed for the project.
Build a representative pilot
Sample multiple document families, organizations, languages, and amendment patterns. Check whether table structures and scanned attachments survive preparation. Share the target fields, bundle requirements, and exclusions with Fiund so source discussions address the procurement workflow you need instead of a generic assortment of business PDFs. Consider an amended request that changes a delivery requirement after suppliers have responded. The dataset should make the amendment’s timing and relationship visible. A response that appears incomplete against the revised requirement may have been complete when submitted, so the task definition must state which version governs the expected label.
Review checklist
- Label procurement stage and role
- Preserve attachments and cross-references
- Define outcomes from supplied evidence
- Inspect amendments and document families