Start with the decision owner
Before selecting fields, define who will use the output and what action becomes easier when the audience is structured correctly.
Separate structure from signal
Company facts, role attributes and geography describe the market. Research, hiring, technology change and similar indicators provide context. Keeping those layers separate improves transparency.
Design for the destination
- Choose fields that affect routing, prioritization, personalization or measurement.
- Define inclusion and exclusion rules in plain language.
- Test a representative sample against known accounts.
- Document refresh logic and ownership.
Review operational friction
Duplicates, missing owners, unclear hierarchies, stale fields and bad geography can undermine a theoretically good audience. Fix the operating layer before scaling.
Veqnoro takeaway
Market intelligence is useful when it reduces ambiguity in the next decision—not when it simply adds rows.