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Full list of AI tags for app reviews

With tag automation, AppTweak's AI automatically processes your app reviews and assigns AI tags to each one.

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Written by Product Team
Updated over 4 months ago

These tags help categorize user feedback, making it easier to analyze trends and identify insights. Below, you’ll find the complete list of available tags, organized by their corresponding category.

Bugs

Tag

Description

Crash

App closes unexpectedly on launch or during use.

App Freeze

App becomes unresponsive, stuck loading, or shows blank screens.

Doesn’t Work

The app fails to function at all or key controls stop working.

Slow Performance

App responds sluggishly or takes too long to load screens.

Battery Drain

Unusually high battery consumption attributed to the app.

Overheating

Device heats up significantly while using the app.

Login Failure

Users cannot sign in due to errors or endless loops.

Registration Failure

Account creation cannot be completed or errors appear.

2FA / OTP Issues

Codes not received, invalid, or blocked during verification.

Password Reset Fail

Password reset emails or flows do not work.

Captcha Issues

Captcha fails to load or blocks legitimate users.

Session Expired Loop

Repeated session expiry preventing normal use.

Connection Timeout

Requests time out due to network or server issues.

Server Down

Outages or backend unavailability.

Offline Mode Broken

Features that should work offline do not.

Sync Failure

Data does not sync across devices or accounts.

Data Loss / Progress Wipe

Saved data or progress disappears.

Save Corruption

Saved files or progress become unreadable or broken.

Upload Failure

Media or data cannot be uploaded.

Download Failure

Content fails to download or install within the app.

Install Failure

App cannot be installed from the store.

Update Failure

App cannot update or fails during update.

Restore Purchases Fail

Prior purchases are not recognized after reinstall or device change.

Payment Processing Error

Payments fail due to technical errors (not pricing complaints).

UI Buttons Unresponsive

Buttons or controls do nothing when tapped or clicked.

Gesture Not Working

Expected gestures (swipe, pinch) are not recognized.

Keyboard / IME Issues

On-screen keyboard or input methods fail or overlap UI.

Screen Reader / Accessibility Bug

Assistive technologies cannot read or operate the app.

Layout Broken / Overlap

UI overlaps, cut-off text, or misaligned elements.

Notch / Safe-Area Issue

Content hidden behind camera notch or device safe areas.

Rotation / Orientation Bug

Incorrect or stuck screen orientation.

Tablet Layout Issue

Tablet-specific layout problems.

Device-Specific Crash

Problems reproducible only on specific models.

OS Version Incompatibility

Feature or app fails on specific OS versions.

Memory Leak / High RAM

App memory usage grows abnormally.

High CPU Usage

App consumes excessive CPU in foreground or background.

Audio Playback Bug

Audio fails to play or distorts.

Video Playback Bug

Video fails to play or stutters.

A/V Sync Problem

Audio and video are out of sync.

Camera Access Failure

Camera cannot be opened or permissions fail.

Microphone Access Failure

Microphone cannot be accessed or recorded.

Bluetooth Pairing Failure

Cannot pair or maintain Bluetooth connections.

Wi-Fi Connectivity Bug

Wi-Fi related errors or drops.

Mobile Data Restriction Bug

Cellular data blocked or restricted unexpectedly.

Casting / AirPlay / Chromecast Bug

Issues sending media to external displays.

Push Notifications Not Delivered

Pushes never arrive to the device.

Push Delayed / Duplicated

Notifications arrive late or multiple times.

Location Inaccuracy / GPS Fail

Location is wrong or cannot be fetched.

Map / Geocoding Error

Wrong pins, routes, or address search failures.

Widget Not Updating

Home-screen widget stuck or not refreshing.

Monetization

Tag

Description

Ads

Mentions of advertising presence in the app.

Many Ads / High Ad Frequency

Complaints about too many or too frequent ads.

Unskippable Ads

Ads cannot be skipped or are overly long.

Loud / Auto-play Ads

Ads play sound automatically or at high volume.

Irrelevant Ads

Ads shown do not match user interests or are low quality.

Misleading “No Ads”

Promises of no ads are not honored.

Problematic Ads / Inappropriate Ads

Ads with inappropriate or unsafe content.

Rewarded Ad Not Granting Reward

User watches ad but does not receive promised reward.

Ad-Free Purchase Not Working

Paid ad removal does not take effect.

Ad Personalization Concerns

Questions or issues with ad tracking and personalization.

Subscription

General feedback about subscriptions or premium tiers.

Subscription Price Too High

Perceived overpricing of subscription plans.

Trial Auto-Charge Surprise

Unexpected charge after free trial ends.

Cancellation Hard / Hidden

Difficulty finding or completing cancellation.

Restore Subscription / Purchases

Trouble restoring access after reinstall or device change.

Double Charge

User charged twice for the same purchase.

Unauthorized Charge

User denies making the charge or it was accidental.

Refund Request

User requests a refund for a charge or purchase.

Billing Support Response

Feedback on the support experience for billing issues.

Regional Pricing

Price differences by country or region.

Taxes / VAT Confusion

Questions about added taxes or fees.

Family Sharing

Use or availability of family sharing for purchases.

Student / Education Pricing

Requests for student discounts or plans.

Lifetime / One-time Purchase Request

Interest in a one-time unlock instead of a subscription.

Bundle / Pack Request

Suggestions for bundles or multi-item packs.

Discount Request

Asking for discounts or special offers.

Missed Discount / Sale

User missed a limited-time deal.

Promo Code

Mentions or requests for promo codes.

Promo Code Invalid

Problems applying or redeeming a code.

Paywalls

Locked content or features behind payment walls.

Pay to Win

Perceived unfair advantage from spending money.

Loot Boxes / Gacha Odds

Concerns about randomized rewards and transparency.

Microtransactions Too Aggressive

Too many prompts to buy small items.

Currency Packs Too Expensive

In-app currency perceived as overpriced.

Pricing Transparency Request

Asking for clearer price breakdowns and terms.

Price Plan Confusion

Unclear differences between plans or tiers.

Upgrade / Upsell Nagging

Frequent prompts to upgrade to premium.

Ad vs Premium Value Comparison

Comparing ad-supported vs paid experience.

Free Trial Length Request

Requests to extend or provide a trial.

Restore Purchases Across Platforms

Cross-platform purchase recognition issues.

Receipt Validation Error

Back-end receipt validation failures.

Storefront Mismatch (iOS vs Android)

Purchases not recognized across stores.

Chargeback / Dispute

Mentions of filing chargebacks or disputes.

Gift Purchases

Requests to buy gifts for others.

Parental Controls for Purchases

Controls to limit or require approval for buys.

Spending Limits Request

Budget caps for spending inside the app.

Ads Frequency Controls

Request sliders/toggles to reduce ads.

Remove Ads Option Request

Explicit requests for a paid ad-removal option.

Subscription Pause / Holiday Hold

Ability to pause billing temporarily.

Billing Country Change

Issues when moving or changing billing region.

User Feedback

Tag

Description

Feature Request

User asks for new functionality or enhancements.

App Update Feedback

Reactions to recent releases and changes.

Design Feedback

Comments on layout, visuals, and design choices.

Complicated / Hard to Use

The app or a feature is confusing or difficult.

Onboarding / Tutorial Request

Requests for better first-time guidance.

Navigation / IA Feedback

Information architecture and findability feedback.

Search Improvements

Suggestions to improve search capability and results.

Filtering & Sorting

Requests for better filters or sort options.

Customization / Settings

Desire for more toggles and preferences.

Dark Mode

Requests or feedback about a dark theme.

Themes

Wants additional style themes beyond dark/light.

Font Size / Readability

Requests for larger text or legible fonts.

Accessibility Requests

Broader accessibility needs (contrast, screen reader).

Keyboard Shortcuts

Desktop or iPad shortcuts for efficiency.

Gestures & Controls

Alternate gestures or control schemes.

Widgets / Home Screen Ideas

Suggestions for widgets or widget behavior.

Cross-Device Sync Options

Control over what data syncs across devices.

Cloud Backup Options

Manual or automatic backup destinations.

Offline Mode Request

Ability to use more features without internet.

Export / Import Data

Move data in and out of the app.

Integrations / API

Connect with other apps or provide APIs.

Sharing & Collaboration

Share items or collaborate with others.

Notifications Controls

Fine-grained control of notifications.

Email / Push Preferences

Adjust frequency and channel of messaging.

Content Quality / Curation

Improve content relevance and quality.

Relevance / Recommendations

Better personalization and ranking.

Parental Controls

Tools for guardians to manage usage.

Privacy Controls

Granular permissions and control over data.

Security / 2FA Request

Requests to add or improve security features.

Performance Improvements

Speed and responsiveness suggestions.

Stability Improvements

Reduce bugs and crashes overall.

Battery Optimization

Lower energy usage while retaining features.

Localization / New Languages

Add translations and language options.

Right-to-Left Support

Proper RTL layouts and typography.

Time & Date Formats

Region-specific formatting preferences.

Regional Content

Localized content or catalogs by region.

Use Case / How I Use It

Users describe when and why they use the app.

Thank You / Praise

Positive appreciation or kudos.

Roadmap Transparency

Requests for visibility into upcoming work.

Beta Program / Early Access

Interest in testing pre-release builds.

Changelog Visibility

Easier access to release notes and changes.

Tutorial / Help Center

Docs, FAQs, and guides improvements.

Tooltips / In-App Guidance

Contextual help or walkthroughs.

Feedback on Pricing (non-billing)

Value perceptions not tied to payment issues.

Community / Forums Request

In-app community spaces or links.

Profile & Identity Options

More control over profiles and avatars.

Gamification / Rewards

Points, streaks, or perk systems.

Achievements / Badges

Milestones to unlock and display.

Data Portability / Deletion

Export or delete account data requests.

Customer Service Feedback

Comments on support quality and responsiveness.

Report a Concern

Tag

Description

Spam

Unrelated promotions, repetitive posts, or junk content.

Offensive Language

Profanity or abusive slurs toward individuals/groups.

Hate Speech

Attacks based on protected characteristics.

Harassment / Bullying

Targeted insults, intimidation, or dogpiling.

Threats / Violence

Threatening physical harm or celebrating injury.

Doxxing / Personal Info

Publishing someone’s private info without consent.

Inappropriate Content (Adult)

Pornographic or explicit sexual content.

Excessive Violence Content

Graphic or shocking violent material.

Self-harm / Suicide Content

Encouraging or depicting self-harm.

Child Safety Concerns

Potential endangerment or exploitation of minors.

Scam / Fraud Review

Deceptive schemes, fake giveaways, or fraud claims.

Phishing Links

Links that attempt to steal passwords or data.

Malware / Harmful Links

Links that install malware or harmful software.

Fake Reviews / Astroturfing

Coordinated or paid fake review activity.

Bot-Generated Reviews

Automated or scripted review content.

Impersonation

Pretending to be another person or brand.

Identity Theft Claims

Stolen identity or account takeover in reviews.

Privacy Violations

Sharing private data or violating privacy expectations.

Data Collection Without Consent

Claims of tracking or collection without consent.

Misleading Claims

False statements that could mislead users.

False Advertising

Promotion that materially misrepresents the app.

Deceptive Screenshots

Screenshots that don’t reflect real behavior.

Illicit Goods / Services

Selling illegal items or services.

Copyright Infringement

Posting or sharing copyrighted content without rights.

Trademark Violation

Using or copying a brand’s marks unlawfully.

Piracy Advocacy

Encouraging piracy of software or media.

Medical Misinformation

Dangerous or false health claims.

Dangerous Activities

Encouraging risky or illegal acts.

Terrorism / Extremism Support

Praising or supporting extremist acts.

Political Propaganda Spam

Coordinated political spam or manipulation.

Off-topic / Irrelevant Review

Not about the app experience at all.

Nonsensical / Gibberish

No clear meaning (random characters, etc.).

Link Farming / SEO Spam

Keyword-stuffed or link-stuffing behavior.

Competitor Shilling

Astroturfing to promote a competitor.

Review with Personal Data

Contains phone numbers, emails, addresses.

Sensitive Personal Info

Financial/medical/biometric data disclosed.

Hate Symbols

Symbols widely recognized as hate or extremist.

Graphic Imagery

Gore or extremely disturbing images.

Underage Nudity Allegations

Claims or depictions of minors in sexualized content.

Illegal Content Mentions

Admissions or instructions for illegal activity.

Stolen Content Claims

Accusations of copying or theft of content.

Multi-post / Duplicate Spam

Posting the same message repeatedly.

Vote Manipulation

Coordinated efforts to skew ratings or votes.

Rating Bribery / Incentivized Reviews

Offering rewards for 5-star ratings.

Paid Review Disclosure

Admits review is paid/sponsored without disclosure.

Device ID / PII Exposure

Leaking device IDs or other PII.

Location Tracking Complaints (reportable)

Non-consensual tracking mentioned.

In-app Gambling Concerns (illegal)

Illegal gambling mechanics in app.

Unauthorized Data Sharing

Sharing data with third parties without consent.

Safety Recall / Legal Compliance

Mentions of regulatory/safety issues.

Social & Community

Tag

Description

chat

General in-app messaging between users.

direct messaging

Private one-on-one messages.

group messaging

Chats with multiple participants.

voice chat

Audio conversations between users.

video chat

Live video communication.

emojis / reactions

Use of emojis or reaction icons in chats.

stickers / gifs

Visual stickers or GIF support in messages.

profile customization

Options to customize user profiles.

status updates

Posting or sharing status messages.

friend requests

Sending or receiving friend requests.

follow / unfollow

Following or unfollowing user activity.

user mentions

Tagging other users in posts or messages.

tags / hashtags

Use of hashtags for content discovery.

community forums

Public discussion boards.

public groups

Open-access group spaces.

private groups

Closed or invite-only groups.

moderation tools

Tools to moderate content and users.

blocking / muting

Preventing interaction from specific users.

report user

Flagging users for inappropriate behavior.

user reputation

Reputation or karma systems.

leaderboards

Ranking users by score or achievements.

challenges

Time-limited or goal-based activities.

events

Scheduled in-app or in-game events.

gifting

Sending virtual items to others.

friend invites

Inviting friends to join the app/game.

activity feed

Stream of updates from friends or community.

shared media

Posting or sharing images/videos.

livestreams

Live video broadcasts.

watch parties

Group video watching sessions.

community guidelines

Rules for user behavior.

Game Mechanics

Tag

Description

boost

Temporary advantage or speed increase.

power-ups

Collectible items that enhance gameplay temporarily.

skill cooldowns

Wait times before abilities can be reused.

crafting

Combining items to create new ones.

inventory management

Organizing collected items.

resource gathering

Collecting raw materials.

leveling up

Increasing player or character level.

progression system

Structure for advancing through the game.

quests / missions

Tasks or objectives to complete.

daily rewards

Bonuses given for daily logins or actions.

achievements

Milestones earned for completing challenges.

badges

Visual indicators of accomplishments.

unlockable content

Features/items unlocked by progress.

difficulty modes

Different challenge levels in gameplay.

ai behavior

Actions and patterns of computer-controlled entities.

enemy spawns

Locations and timing of enemy appearances.

random events

Unexpected occurrences that affect gameplay.

drop rates

Likelihood of receiving certain items.

loot boxes

Containers with randomized rewards.

gacha mechanics

Japanese-style item draw systems.

character classes

Distinct player roles with unique abilities.

skill trees

Branching paths for ability upgrades.

customization

Altering appearance or attributes.

pvp

Player-versus-player combat.

co-op

Cooperative multiplayer modes.

guilds / clans

Player groups for collaboration.

leaderboards

Competitive ranking boards.

ranked matches

Competitive games with skill-based ranking.

season pass

Timed access to exclusive content.

game balancing

Adjustments to keep gameplay fair.

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