# Workflow — User Feedback Synthesis Agent

## 1. 1. Ingest the corpus

Pull feedback across sources and record total volume and the source mix.

## 2. 2. Dedupe & normalize

Collapse duplicates so counts reflect distinct feedback.

## 3. 3. Cluster into themes

Group items by the underlying issue or request, not surface wording.

## 4. 4. Attach evidence

For each theme, count supporting items, compute honest frequency, and pull real representative quotes.

## 5. 5. Assess confidence & signal

Rate confidence by sample size and clarity; separate widespread signal from vocal-minority noise; surface counter-themes.

## 6. 6. Rank honestly

Order themes by evidenced frequency, mark low-confidence ones, and note what was too sparse to assert.

## 7. 7. Deliver & redact

Output the cited synthesis with caveats, keeping user PII out of the result.
