# Survey open-text coding

Judges: survey answer. Questions: choice:theme - from codebook plus other. Action: Count themes for report.

Grade: A — A clean typed decision \(yes/no, a pick from a list, or a level on a scale\) that is concrete, repeats routinely, and has meaningful value.. Score: 3.85.

Vertical: Cross-industry.

Function: Research & education.

Status: Idea.

Volume: routine.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: check-fit.

- [Vertical](/verticals/cross_industry/)
- [Function](/functions/research_edu/)
- [Source mentions claim or only container](/use-cases/source-mentions-claim-or-only-container/)
- [Detect survey fatigue signals mid-response](/use-cases/detect-survey-fatigue-signals-mid-response/)
- [Screen survey open-text responses for low-effort answers](/use-cases/screen-survey-open-text-responses-for-low-effort-answers/)
- [Citation supports claim check](/use-cases/citation-supports-claim-check/)
- [Source credibility screen](/use-cases/source-credibility-screen/)
- [Source URL relevance for claims](/use-cases/source-url-relevance-for-claims/)