Code five tickets before scaling to five thousand
Apply a lightweight thematic-analysis workflow to a small customer-ticket sample before scaling with AI.
Five tickets mention billing, invoices, plan edits, surprise tax, and seat removal. The team needs to know whether this is one theme or several unrelated complaints. Mini thematic-analysis preflight: familiarize, code, group, review, name. The common shortcut is asking AI to summarize all tickets at once. That turns repeated nouns into broad themes before anyone has checked meaning or boundaries. Before Theme: billing problems. Action: improve billing. After Theme: customers cannot predict invoice changes after plan edits. Action: preview invoice impact during downgrade, tax change, and seat removal flows. Familiarize Read the five tickets end to end and note the…
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