The useful bits

  • Define the audience, provenance and validation criteria before asking an agent to scale selection.
  • Document what qualifies a person or company for the audience, where that information came from and how quickly it becomes stale.

What the source covers

The audience-data discussion highlights a familiar implementation problem: automating decisions does not establish that the input data represents the intended customer. Review provenance, definitions, freshness and permitted use before connecting an agent. Treat the article as opinion and interview material, with commercial interests in view, rather than independent validation of an audience vendor.

Validate the audience before automating

Document what qualifies a person or company for the audience, where that information came from and how quickly it becomes stale. Check a sample against those definitions before expanding selection. Automating an unclear segment can scale the error as efficiently as it scales the workflow.

Reading scope

Read the original source for its full examples and method. The practical check below is PMC editorial guidance.

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