Templates · app store reviews
App Review Analysis Template (free)
Organize and analyze your app store reviews into clear themes and actionable insights so you know exactly what to fix, improve, or double down on.
What is in it
Template components
Review Source & Volume
Note where the reviews came from, the date range, total count, and average star rating so you have baseline context before digging in.
Example: App Store (iOS) + Google Play — Jan 1 to Mar 31 2025 — 340 total reviews — avg rating 3.8 stars
Recurring Themes
List the 3–6 topics that appear most often across reviews, with a rough count of how many reviews mention each one.
Example: Crash on login (87 mentions), slow load times (64 mentions), confusing onboarding (51 mentions), love the UI (48 mentions), missing dark mode (39 mentions)
Sentiment Breakdown
Split reviews into positive, neutral, and negative buckets and note the dominant emotion or feeling within each group.
Example: Positive (42%) — users love the clean design and speed on newer devices; Negative (38%) — frustration with bugs and crashes; Neutral (20%) — feature requests and comparisons to competitors
Priority Actions
Write down 2–3 concrete things your team should do based on what you found, ordered by impact and frequency of mention.
Example: 1. Hotfix login crash affecting iOS 17 users (highest frequency, 1-star reviews); 2. Add progress indicator during initial data sync to reduce perceived load time; 3. Redesign onboarding flow — users don't understand step 3
The template
The full template, ready to copy
App Review Analysis Template
1. Analysis Setup
Data source
[App Store and Google Play review excerpts for iOS and Android app]
Date range
[Example: Reviews collected from Jan 1, 2026 to Mar 31, 2026]
Analyst name
[Example: Jordan Lee, Product Research]
Research question this analysis answers
[Example: What recurring issues, requests, and positive signals appear in recent app store reviews, and which themes should the product team prioritize first?]
2. Step 1 — Code Your Excerpts
Tip: STEP 1 is where you move from messy raw review language into short, reusable codes/tags. Code what the user is actually saying, not what you hope they meant.
Excerpt 1
"Since the last update the app freezes every time I try to upload a receipt. I reopen it, get about 2 seconds, then it just kicks me out again. Super frustrating because I need this for work."
crash/stability
Excerpt 2
"Love the design overall, but why is the export to PDF option still missing? I can share a link, screenshot stuff, do weird workarounds... but not just export the file. Seems basic."
missing feature
positive experience
Excerpt 3
"Maybe I'm dumb but I could not figure out how to change my plan. The settings menu has like 5 submenus and billing is hidden somewhere random. Took me 10 minutes and I still had to use the website."
UX confusion
Excerpt 4
"Notes I added on my Android tablet never showed up on my iPhone, and then somehow an older version replaced the newer one. Sync is definitely not reliable right now."
sync issue
crash/stability
Excerpt 5
"Notifications are all over the place. Some days I get 3 reminders for the same thing, other days nothing at all. I missed a deadline because the alert never came through."
notification problem
crash/stability
Excerpt 6
"Honestly way better than Trello for quick updates with my team. The app feels faster and less cluttered, and I actually enjoy using it every day."
positive experience
competitor comparison
Excerpt 7
"Please add offline mode. I travel a lot and the app becomes basically useless with spotty signal. Even just viewing my saved items offline would help a ton."
missing feature
Excerpt 8
"I switched from Notion because your mobile app opens faster, but editing is weird. Buttons jump around, the save confirmation is tiny, and I never know if my changes actually stuck."
competitor comparison
UX confusion
sync issue
Tip: A good code is short, specific, and reusable across many excerpts. It should describe the issue or signal clearly enough that another analyst would apply it the same way.
3. Step 2 — Group Codes into Themes
Tip: STEP 2 is where individual codes from Step 1 cluster into broader patterns. Themes should answer, “What bigger story do these repeated codes tell?”
Stability & Bugs
Reviews in this cluster point to reliability problems that break trust, including crashes, inconsistent syncing, and failed alerts.
crash/stability · 3 excerpts
sync issue · 2 excerpts
notification problem · 1 excerpt
Feature Requests
Users are clearly naming missing capabilities that block completion of common tasks or reduce value in real-world contexts.
missing feature · 2 excerpts
UX & Navigation
This theme captures friction caused by unclear menus, hidden settings, and interaction patterns that make users feel uncertain.
UX confusion · 2 excerpts
Performance
Some reviews frame speed and responsiveness as a differentiator, especially when users compare the app with competing products.
competitor comparison · 2 excerpts
Positive Signals
Positive sentiment highlights what users already value, including clean design, speed, and day-to-day usefulness.
positive experience · 2 excerpts
4. Theme Summary Cards
Stability & Bugs · 4 total excerpts
Key insight: Reliability issues are causing direct task failure and lowering user trust more than any other problem cluster.
Representative quote: "Since the last update the app freezes every time I try to upload a receipt. I reopen it, get about 2 seconds, then it just kicks me out again."
Recommended action: Prioritize a bug triage sprint focused on crashes, cross-device sync validation, and notification delivery reliability.
Feature Requests · 2 total excerpts
Key insight: Users are asking for practical, workflow-level features rather than novelty features, suggesting clear opportunities to improve retention and utility.
Representative quote: "Please add offline mode. I travel a lot and the app becomes basically useless with spotty signal."
Recommended action: Evaluate demand and implementation effort for offline access and PDF export, then route top requests into roadmap planning.
UX & Navigation · 2 total excerpts
Key insight: Users can complete some tasks eventually, but the path is confusing enough to create frustration and self-doubt.
Representative quote: "The settings menu has like 5 submenus and billing is hidden somewhere random. Took me 10 minutes and I still had to use the website."
Recommended action: Review high-friction flows such as plan changes and editing states, and simplify navigation labels and hierarchy.
Performance · 2 total excerpts
Key insight: Speed is an important competitive strength, but it can be undermined when fast loading is paired with unreliable editing or unclear save behavior.
Representative quote: "I switched from Notion because your mobile app opens faster, but editing is weird."
Recommended action: Preserve performance wins in messaging and product decisions while tightening interaction quality in core editing flows.
Positive Signals · 2 total excerpts
Key insight: Users already recognize strengths in design, speed, and usability, which can be reinforced while fixing major pain points.
Representative quote: "Honestly way better than Trello for quick updates with my team. The app feels faster and less cluttered."
Recommended action: Capture these strengths in release notes, app store positioning, and internal product principles so improvements do not erode them.
5. Analysis Wrap-Up
Top finding
[Example: Reliability problems are the strongest recurring signal, outweighing both feature requests and positive sentiment.]
Most urgent theme
[Example: Stability & Bugs]
Recommended next step
[Example: Share coded excerpts with Product and Engineering, validate frequency in a larger review sample, and create an action plan for the top 3 reliability issues.]
Share with (stakeholder)
[Example: Head of Product, Mobile Engineering Lead, Customer Support Manager, Growth Team]
Date completed
[Example: Apr 15, 2026]
Tip: A strong wrap-up connects the qualitative evidence back to action. Name the biggest pattern, why it matters, and who should do what next.
How to use
How to use it
- Export your reviews
Pull your most recent 100–500 reviews from App Store Connect, Google Play Console, or a tool like AppFollow and paste them into a spreadsheet. - Read and tag each review
Go row by row and assign each review one or two theme tags (e.g. "crash", "onboarding", "performance") plus a sentiment label of positive, neutral, or negative. - Count and cluster your tags
Sort your spreadsheet by tag, count how many reviews fall under each theme, and group the top themes together to spot the patterns that matter most. - Fill in the template and write actions
Transfer your findings into the four sections above and write one specific action per major theme so your team knows what to do next.
Filled in
What it looks like filled in
Login & Authentication Bugs
"App crashes every single time I try to log in after the latest update. Had to uninstall. Worked perfectly before."
→ Escalate login crash to engineering as P0 bug fix — target patch release within 48 hours
Confusing Onboarding Flow
"I had no idea what to do after signing up. There's no tutorial, no tooltips, nothing. I gave up after 10 minutes."
→ Add a 3-step interactive onboarding checklist that surfaces the core action for new users on first launch
Positive: UI & Design
"Honestly the cleanest app I've used in this category. Everything is where you'd expect it. Love the new dashboard layout."
→ Highlight the dashboard design in App Store screenshots and feature it in your next marketing push
Or skip it
Why teams skip the template
Usercall reads the app store reviews for you and drafts the themes, quotes and recommendations. See how qualitative analysis works.
- Tagging hundreds of reviews by hand takes hours
Reading and labeling even 200 reviews one by one is a half-day task, and fatigue means you'll miss patterns buried in reviews 150 through 200. - Manual theme grouping is inconsistent and subjective
Two people tagging the same reviews will produce different clusters, making it hard to track whether a problem is getting better or worse over time. - The template goes stale the moment new reviews come in
App store reviews arrive daily, so any analysis you do manually is already out of date by the time you finish it and share it with your team.
Keep reading
More templates.
Other free templates, and the product pages that fill them in for you.
In this collection
How Usercall does this
Qualitative analysis
Transcripts and open-ends, coded with their quotes
Research triggers
Interview people at the moment something happens
Voice of customer analysis
Every feedback source in one analysis
Sample interviews and reports
Hear an AI-moderated interview and open a real report
Free question generators
Interview guides and NPS, CSAT, CX and employee surveys
Reviewed by
Founder of Usercall. 15+ years in qualitative research and insight led strategy
Analyze your app store reviews automatically — no template needed
Free to start. Upload transcripts, notes or survey responses and get themes with the quotes attached.