Start with the question
An enrichment workflow can chain multiple providers, so define the stopping rule before the first test. Decide which fields are required, what evidence qualifies a match and when an unresolved result should remain unresolved rather than trigger another paid lookup.
A workflow you can check
Use the following steps as a small acceptance test. Keep the underlying observations with your notes so someone else can review the conclusion.
- Verify the operator and current connection requirements with the provider.
- Test a small approved set of companies or contacts.
- Inspect each enrichment step’s provenance and charging behavior.
- Set an explicit maximum scope and review ambiguous matches before export.
Interpret the evidence
MARqentic does not provide a Clay integration, and its lead category is catalogued. If passing marketing research to a separate enrichment workflow, retain the original source and avoid joining records on a name alone. Match identifiers and review collisions.
A prompt to adapt
Replace the inputs with your own approved examples. Ask the assistant to explain its scope before starting research.
Design a bounded enrichment pilot with required fields, matching criteria, stop conditions and a cost ceiling. Preserve ambiguous matches for review instead of guessing.