Build a prompt that reliably tags or categorizes text at scale.
AI & PromptingAnalysis💾 0 savesby PromptChief Team
Build a prompt to classify text reliably.
WHAT I'M CLASSIFYING: [[ITEMS]] (support tickets, reviews, leads, content…)
CATEGORIES/LABELS: [[LABELS]]
EDGE CASES: [[EDGE_CASES]]
Produce:
1. A precise prompt with each label clearly defined (and boundaries between them)
2. Rules for ambiguous items (multi-label? "other"? confidence?)
3. 2–3 examples per tricky label (few-shot)
4. A structured output format (JSON) for easy processing
5. A consistency rule so the same input always gets the same label
6. How to handle inputs that don't fit any label
Optimize for running on many items consistently.