Enrichment adds missing attributes and links records using agreed reference sources and matching rules. Generation covers derived fields and structured outputs built from client brief and lawful inputs.
Inputs we need
- Base dataset or seed list
- Enrichment attributes required
- Allowed sources / reference lists
- Match keys and confidence rules
- Output schema
Deliverables
- Enriched dataset with provenance columns
- Match rate and confidence summary
- Unmatched / ambiguous record report
Typical timeline
From several days for focused enrichment to multi-week programs for large directories or multi-source joins.
How pricing is calculated
Typical cost drivers:
- Record count and match complexity
- Number of enrichment attributes
- Manual vs automated resolution share
- Refresh cadence
Example
Firmographic enrichment of a 40k company list — industry, headcount band, domain, with confidence scores and unmatched queue.