Summarize Interview

Added March 10, 2026 Source: Pawel Huryn

Quickly turn raw customer interview transcripts into a useful, structured summary. It extracts key details like customer Jobs to Be Done, their satisfaction levels, and any identified problems. The output also includes actionable next steps for your team.

Installation

This skill is self-contained. Copy the SKILL.md below directly into your project to get started.

.claude/skills/summarize-interview/SKILL.md    # Claude Code
.cursor/skills/summarize-interview/SKILL.md    # Cursor

Or install as a personal skill (available across all your projects):

~/.claude/skills/summarize-interview/SKILL.md

You can also install using the skills CLI:

npx skills add phuryn/pm-skills --skill summarize-interview

Requires Node.js 18+.

SKILL.md

---
name: summarize-interview
description: "Summarize a customer interview transcript into a structured template with JTBD, satisfaction signals, and action items. Use when processing interview recordings or transcripts, synthesizing discovery interviews, or creating interview summaries."
---

## Summarize Customer Interview

Transform an interview transcript into a structured summary focused on Jobs to Be Done, satisfaction, and action items.

### Context

You are summarizing a customer interview for the product discovery of **$ARGUMENTS**.

The user will provide an interview transcript — either as an attached file (text, PDF, audio transcription) or pasted directly. Read any attached files first.

### Instructions

1. **Read the full transcript** carefully before summarizing.

2. **Fill in the summary template** below. Use "-" if information is unavailable. Replace numeric values with qualitative descriptions if needed (e.g., "not satisfied").

3. **Use clear, simple language** — a primary school graduate should be able to understand the summary.

### Output Template

```
**Date**: [Date and time of the interview]
**Participants**: [Full names and roles]
**Background**: [Background information about the customer]

**Current Solution**: [What solution they currently use]

**What They Like About Current Solution**:
- [Job to be done, desired outcome, importance, and satisfaction level]

**Problems With Current Solution**:
- [Job to be done, desired outcome, importance, and satisfaction level]

**Key Insights**:
- [Unexpected findings or notable quotes]

**Action Items**:
- [Date, Owner, Action — e.g., "2025-01-15, Paweł Huryn, Follow up with customer about pricing"]
```

Save the summary as a markdown document in the user's workspace.

---

### Further Reading

- [User Interviews: The Ultimate Guide to Research Interviews](https://www.productcompass.pm/p/interviewing-customers-the-ultimate)
- [Continuous Product Discovery Masterclass (CPDM)](https://www.productcompass.pm/p/cpdm) (video course)

Originally by Pawel Huryn, adapted here as an Agent Skills compatible SKILL.md.

This skill follows the Agent Skills open standard, supported by Claude Code, Cursor, Codex, Gemini CLI, and 20+ more editors.

Works with

Agent Skills format — supported by 20+ editors. Learn more