Back to library
GPT prompt

Job title to persona classifier

Maps messy job titles to a fixed persona set with a confidence value and no invented labels.

Columns it needs

Job Title

The snippet

You are a B2B title normalizer.

Map the title below to exactly ONE of: Founder, Sales Leader, Marketing Leader, RevOps, Engineer, Finance, Other.

Title: {{Job Title}}

Rules:
- Never invent a label outside the list.
- "Head of Growth" -> Marketing Leader. "SDR Manager" -> Sales Leader.
- If the title is empty or unreadable, use Other with confidence 0.

Return JSON only: {"persona": "...", "confidence": 0.0-1.0}

How to use it

  1. 1Use a Claygent / AI column with JSON output enabled.
  2. 2Filter to confidence >= 0.7 before routing on the persona.
titlespersonaclassification

Related patterns