From Ad Hoc Prompting to Repeatable AI Workflows with Claude Code Skills

Towards Data Science / 4/23/2026

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Key Points

  • The article explains how the author transformed LLM-driven persona interviews into a standardized, repeatable customer research workflow.
  • It emphasizes moving away from one-off (ad hoc) prompting toward a process that can be rerun consistently for new research cycles.
  • The post focuses on using “Claude Code skills” to structure and operationalize the prompts and steps required for the interviews.
  • The overall takeaway is that better workflow design can make AI-assisted research more reliable and reusable in real projects.

How I turned LLM persona interviews into a repeatable customer research workflow

The post From Ad Hoc Prompting to Repeatable AI Workflows with Claude Code Skills appeared first on Towards Data Science.