A source beside the field
Know what the observation came from before deciding how to use it.
Enrichment
A company name is a starting point. Enrichment should add relevant context and its source preserve conflicting information, and make the next review decision clearer before an account becomes a message brief.
Example
The original record names Harborline and a broad service category. It leaves buyer role and contact details open. A location is recorded, but its source and current relevance still need review.
| Field | Original record | Source observation | Review note |
|---|---|---|---|
| Company | Harborline Logistics | Not assessed | Check the source identity |
| Service | Logistics | Not assessed | Seek a more useful description |
| Operating base | North district | Not assessed | Check the source and relevance |
| Buyer role | Not recorded | Not assessed | Keep the gap visible |
| Contact details | Not recorded | Not assessed | No contact channel established |
Know what the observation came from before deciding how to use it.
A missing role or a conflicting location remains a question to resolve.
Use the context to shape a reviewable brief with claims and contact decisions kept separate.
How useful context is added
Ask what the record needs to support the next decision. Compare a source observation with the existing field, keep the original visible, and distinguish what was stated from what you infer. Review adds understanding without pretending every gap has closed.
Explore source gatheringCompany context
Freight operations tells Northstar more than a generic logistics label. It suggests a question about handoffs not a reason to assume a purchase. Carry the source wording into the account brief so the reviewer can judge whether the connection makes sense.
Explore qualification contextConflicting information
An existing record and a new source can disagree. Harborline's original record says North district; the example says South district. Keep both statements and their provenance together. A reviewer needs to resolve the difference before location informs a message or segment.
Explore relationship recordsFrom context to a useful brief
Company context can improve a brief while the recipient remains unknown. The next task is to clarify the role before considering a relevant message.
Explore thoughtful OutreachAn account brief can hold company context, source notes, and open questions together. Each field needs its own meaning and review decision a fuller record should never make an unknown look certain.
Discuss the fields your team needsHarborline Logistics
Name retained from the original recordFreight operations
Added from the example source noteNorth district / South district
Conflict retained for reviewResearch question
Open question; no person inferredResearch question
No address, number, or channel providedClarify the role and location
A focused next task before contactExample
Tell us which gaps slow your team down. Start with the context, sources, and review questions your growth workflow needs.