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Guides

Enrichment

Understand how Parcel populates and enhances contact records.

Contact enrichment is the process of populating a contact record with verified information beyond what appears in raw public documents. Parcel uses a combination of document extraction and external data sources to build complete contact profiles.

What gets enriched

FieldSource
Full nameExtracted from project documents
Job titleExtracted from documents or external sources
OrganizationLinked to an account via identity resolution
Email addressPopulated via external enrichment where available
LinkedIn profilePopulated via external enrichment where available
ProjectsLinked from evidence extraction across all documents

Identity resolution

Parcel uses deterministic identity resolution to merge contact mentions across documents. If the same person appears by name in multiple filings, Parcel links those mentions to a single contact record rather than creating duplicates.

Contacts that cannot be confidently resolved are placed in the needs-review queue for manual verification.

Needs review

Some contacts require manual review before being surfaced:

  • Ambiguous name matches (common names, partial matches)
  • Conflicting organization signals across documents
  • New contacts with insufficient evidence to resolve identity

Resolved contacts are available immediately in the Contacts table and via the API.