---
title: "Analysis Report Template"
description: "Use this template to produce the final analysis report. Fill in all sections based on the review data collected. Delete any instructions in brackets."
type: skill
canonical_url: https://claudary.paisolsolutions.com/skills/analysis-report-template
source: "Claudary"
difficulty: intermediate
author: "Claude Code Knowledge Pack"
date: 2026-07-10T11:07:29.195Z
license: CC-BY-4.0
attribution: "Analysis Report Template — Claudary (https://claudary.paisolsolutions.com/skills/analysis-report-template)"
---

# Analysis Report Template
Use this template to produce the final analysis report. Fill in all sections based on the review data collected. Delete any instructions in brackets.

## Overview

# Analysis Report Template

Use this template to produce the final analysis report. Fill in all sections
based on the review data collected. Delete any instructions in brackets.

---

# App Review Analysis: [App Name]

**Platform:** [iOS App Store / Google Play / Both] **Analysis Date:** [Date]
**Mode:** [Competitive Analysis / Own App Management] **Reviews Analyzed:**
[Total count] **Rating Distribution:** [e.g., 4.2 avg — 45% 5-star, 25% 4-star,
10% 3-star, 8% 2-star, 12% 1-star]

---

## Executive Summary

[2-3 sentences summarizing the key findings. What is the overall sentiment? What
is the single biggest opportunity or issue?]

---

## Theme Frequency Table

| Rank | Category   | Count | % of Reviews | Avg Rating | Trend            |
| ---- | ---------- | ----- | ------------ | ---------- | ---------------- |
| 1    | [Category] | [N]   | [X%]         | [X.X]      | [Up/Down/Stable] |
| 2    | [Category] | [N]   | [X%]         | [X.X]      | [Up/Down/Stable] |
| 3    | [Category] | [N]   | [X%]         | [X.X]      | [Up/Down/Stable] |
| 4    | [Category] | [N]   | [X%]         | [X.X]      | [Up/Down/Stable] |
| 5    | [Category] | [N]   | [X%]         | [X.X]      | [Up/Down/Stable] |
| 6    | [Category] | [N]   | [X%]         | [X.X]      | [Up/Down/Stable] |

---

## Sentiment Trend

**Overall Direction:** [Improving / Declining / Stable]

| Period              | Avg Rating | Volume      | Notable Shifts    |
| ------------------- | ---------- | ----------- | ----------------- |
| [Most Recent Month] | [X.X]      | [N reviews] | [Key observation] |
| [Previous Month]    | [X.X]      | [N reviews] | [Key observation] |
| [2 Months Ago]      | [X.X]      | [N reviews] | [Key observation] |

**Analysis:** [2-3 sentences on what is driving the sentiment trend. Correlate
with app updates, pricing changes, or external events if visible.]

---

## Top 5 Pain Points

### 1. [Pain Point Title]

- **Category:** [Bug Report / UX Complaint / etc.]
- **Frequency:** [N mentions]
- **Severity:** [Critical / High / Medium]
- **Representative Quotes:**
  - "[Direct quote from review]" — [Rating], [Date]
  - "[Direct quote from review]" — [Rating], [Date]
- **Pattern:** [What do these complaints have in common?]

### 2. [Pain Point Title]

[Same structure as above]

### 3. [Pain Point Title]

[Same structure as above]

### 4. [Pain Point Title]

[Same structure as above]

### 5. [Pain Point Title]

[Same structure as above]

---

## Top 5 Praised Features

### 1. [Feature Name]

- **Frequency:** [N mentions]
- **Representative Quotes:**
  - "[Direct quote from review]" — [Rating], [Date]
  - "[Direct quote from review]" — [Rating], [Date]
- **Why Users Love It:** [1-2 sentences on the underlying value]

### 2. [Feature Name]

[Same structure as above]

### 3. [Feature Name]

[Same structure as above]

### 4. [Feature Name]

[Same structure as above]

### 5. [Feature Name]

[Same structure as above]

---

## Opportunity Summary

[For Competitive Analysis mode — fill this section]

### Gaps to Exploit

| Gap               | Evidence               | Opportunity Size | Difficulty     |
| ----------------- | ---------------------- | ---------------- | -------------- |
| [Gap description] | [N complaints, quotes] | [High/Med/Low]   | [High/Med/Low] |
| [Gap description] | [N complaints, quotes] | [High/Med/Low]   | [High/Med/Low] |
| [Gap description] | [N complaints, quotes] | [High/Med/Low]   | [High/Med/Low] |

### Strengths to Match

| Competitor Strength | User Evidence | Must Match?            |
| ------------------- | ------------- | ---------------------- |
| [Feature/quality]   | [Quote/count] | [Yes/No/Differentiate] |
| [Feature/quality]   | [Quote/count] | [Yes/No/Differentiate] |
| [Feature/quality]   | [Quote/count] | [Yes/No/Differentiate] |

### Recommendation

[2-3 sentences: What is the single best opportunity? What would a competing app
do differently based on this analysis?]

---

## Action Plan

[For Own App Management mode — fill this section]

### Fix First (Critical Priority)

| Issue   | Priority Score             | Evidence    | Target Fix Date |
| ------- | -------------------------- | ----------- | --------------- |
| [Issue] | [Score = count x severity] | [Top quote] | [Date]          |
| [Issue] | [Score]                    | [Top quote] | [Date]          |
| [Issue] | [Score]                    | [Top quote] | [Date]          |

### Add Next (Feature Requests)

| Feature   | Request Count | Top Quote | Roadmap Status                    |
| --------- | ------------- | --------- | --------------------------------- |
| [Feature] | [N]           | "[Quote]" | [Planned/Considering/Not Planned] |
| [Feature] | [N]           | "[Quote]" | [Planned/Considering/Not Planned] |
| [Feature] | [N]           | "[Quote]" | [Planned/Considering/Not Planned] |

### Communicate (Response Needed)

| Review    | Rating    | Issue      | Recommended Response Type         |
| --------- | --------- | ---------- | --------------------------------- |
| [Summary] | [N stars] | [Category] | [Bug/Feature/UX/Pricing/Positive] |
| [Summary] | [N stars] | [Category] | [Bug/Feature/UX/Pricing/Positive] |

### Monitor (Watch List)

- [ ] [Theme to track in next review cycle]
- [ ] [Theme to track in next review cycle]
- [ ] [Theme to track in next review cycle]

---

## Raw Data Appendix

[Optional: include a table of all categorized reviews for reference]

| #   | Rating | Date   | Category | Key Quote | Developer Response? |
| --- | ------ | ------ | -------- | --------- | ------------------- |
| 1   | [N]    | [Date] | [Cat]    | "[Quote]" | [Yes/No]            |
| 2   | [N]    | [Date] | [Cat]    | "[Quote]" | [Yes/No]            |

---

Source: [Claudary](https://claudary.paisolsolutions.com/skills/analysis-report-template) · https://claudary.paisolsolutions.com
