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Enrichment

Add useful context. Keep the open questions visible.

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

One account. The context behind each field.

Start with what the record actually says.

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.

Harborline LogisticsExample record / Original
Example Harborline record: original value, source observation and review note.
FieldOriginal recordSource observationReview note
CompanyHarborline LogisticsNot assessedCheck the source identity
ServiceLogisticsNot assessedSeek a more useful description
Operating baseNorth districtNot assessedCheck the source and relevance
Buyer roleNot recordedNot assessedKeep the gap visible
Contact detailsNot recordedNot assessedNo contact channel established
Example

Useful enrichment keeps three things in view

A source beside the field

Know what the observation came from before deciding how to use it.

An honest unknown

A missing role or a conflicting location remains a question to resolve.

A reason for the next step

Use the context to shape a reviewable brief with claims and contact decisions kept separate.

How useful context is added

Start with the question behind the missing field.

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 gathering
field review · Service

A broad category becomes a useful observation.

Original field
Service: logistics.
Source statement
company note: freight operations.
Interpretation
A logistics-handoff discussion may be relevant.
Review
Check the offer fit; the statement does not show intent.
Example

Company context

Give the account more than a category.

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 context
Harborline Logistics · account context

Context informs the question. It does not answer it.

Observation
The example note describes freight operations.
Possible relevance
Logistics work may involve handoffs worth discussing.
Open question
Which handoff, if any, needs a closer look?
Next review
Northstar checks relevance before drafting an approach.
Example

Conflicting information

Keep both statements until the difference is understood.

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 records
conflict · Operating base

Different statements. One unresolved field.

Existing record
Operating base: North district; source not recorded.
New observation
company note: South district.
Unresolved
No date or explanation establishes which statement applies.
Review decision
Retain both; confirm before using location in the brief.
Example

From context to a useful brief

Know what is missing before choosing whom to contact.

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 Outreach
Northstar Studio · outreach prerequisite

A better brief can still need another question.

Useful context
Harborline's example service is freight operations.
Buyer role
Unknown; no decision-maker is identified.
Contact details
Unknown; no address, number, or channel is established.
Next decision
Clarify the role, then review relevance and any contact permission.
Example

Make the record more useful for the next decision.

Tell us which gaps slow your team down. Start with the context, sources, and review questions your growth workflow needs.