survey-insight-extractor

name	survey-insight-extractor
description	Summarize open-text survey responses into themes, representative quotes, and notable outliers. Use when reviewing survey feedback.

Survey Insight Extractor

Overview

Summarize open-text survey responses into themes, representative quotes, and notable outliers.

Core Workflow

1. Gather the full input corpus and normalize messy, repetitive, or partial artifacts into a usable working set.
2. Cluster related items into themes, categories, or issue groups without flattening important differences.
3. Extract the strongest signals, representative examples, and unresolved questions from each cluster.
4. Produce a structured summary that is actionable for the next human or agent in the workflow.

Deliver

• A clear thematic summary or grouped output with representative evidence.
• The most important patterns, edge cases, and unknowns in the corpus.
• Actionable next steps, owners, or decisions when the task calls for them.

Guardrails

• Do not over-merge distinct issues just to simplify the summary.
• Preserve nuance when a cluster contains disagreement or uncertainty.
• Make the grouping logic legible enough that someone can audit it later.
• Do not fabricate citations, sources, or evidence; keep claims tied to the provided material.