Tested

Open-Ended Survey Coder

Code one open-ended survey question's responses into a codebook of 5 to 10 categories with definitions, examples and rules for doubtful cases, assign every response (more than one code allowed), count each code's share by script, and summarize with verbatim quotes.

Channels

  • Grok Bot
  • Claude
  • ChatGPT
  • Cursor
  • Any agent

Inputs

  • The exact question text
  • Responses with an ID each, verbatim
  • An existing codebook to apply. Default: build one from the responses
  • A column to split by, for example plan or new vs returning. Default: no split