Researching a handful of accounts internally is different from maintaining thousands of records across several markets. At scale, the question becomes which work needs commercial ownership and which can be delegated as a repeatable process.
Keep the business definition close
ICP design, campaign priorities and final acceptance criteria benefit from internal ownership because they depend on commercial context.
Delegate repeatable execution
Once the rules are clear, company research, contact research, enrichment, classification, normalization and QA can be organized as an execution layer.
The brief matters
A strong model includes fields, criteria, exclusions, sources, edge cases, formatting and QA. The brief becomes the shared operating language.
Measure the handoff
Review consistency, completeness, rule adherence and usability—not simply record volume.
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