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Code open-ended survey responses

Turn hundreds of free-text survey answers into themes with counts, quotes and recommendations.

Any chat AI Data analysisRuleStack original

Written for Any frontier chat model (GPT-6, Claude 5.5, Gemini 4 Argon, Grok 4.7) · Updated 2026-10-16

Note: Review and test before use. Provided as is, without warranty. See Terms.

Prompt

Below are [n] responses to "[survey question]". 1) Create a codebook of 6–12 themes (name, definition). 2) Assign each response to 1–2 themes. 3) Table: theme, count, %, 2 representative anonymized quotes. 4) Surprises and minority views. 5) Three recommendations. Responses: [paste]

Replace everything in [square brackets] with your own details.

Settings & parameters

Any chat AI; for large sets, chunk and merge codebooks

Variations

Sentiment per theme; compare two customer segments.

Tips

Remove names and emails before pasting.

More: all Any chat AI prompts · all data analysis prompts · prompt library

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