We analyzed negative sentiment patterns across 113,573 keyword clusters. Of those, 200+ keywords show 80%+ negative sentiment in their reviews. Here's what users are complaining about — universally.
We categorized the most frequent complaint words into themes. The pattern is clear — money and access issues dominate everything:
Frequency: 165 mentions across high-negativity keywords
Key terms: subscription (36), money (41), cancel (6), charged (1), refund (4), scam (6), free (53), trial (11), paid (7)
Frequency: 73 mentions across high-negativity keywords
Key terms: update (22), used (30), features (5), premium (7), version (9)
Frequency: 43 mentions across high-negativity keywords
Key terms: crashes (5), update (22), working (2), doesn (14)
Frequency: 32 mentions across high-negativity keywords
Key terms: account (17), banned (2), login (1), email (2), phone (10)
Frequency: 21 mentions across high-negativity keywords
Key terms: service (6), customer (5), support (4), never (6)
| # | Word | Appearances | Interpretation |
|---|---|---|---|
| 1 | free | 53 | Subscription frustration |
| 2 | game | 50 | — |
| 3 | money | 41 | Billing / payment issues |
| 4 | subscription | 36 | Subscription frustration |
| 5 | used | 30 | — |
| 6 | play | 26 | — |
| 7 | many | 25 | — |
| 8 | update | 22 | Bugs and instability |
| 9 | would | 21 | — |
| 10 | every | 17 | — |
| 11 | account | 17 | Account access problems |
| 12 | watch | 16 | — |
| 13 | doesn | 14 | — |
| 14 | adds | 14 | — |
| 15 | want | 12 | — |
| 16 | because | 12 | — |
| 17 | ebird | 12 | — |
| 18 | location | 12 | — |
| 19 | trial | 11 | Subscription frustration |
| 20 | level | 11 | — |
| 21 | photos | 10 | — |
| 22 | phone | 10 | — |
| 23 | bird | 10 | — |
| 24 | version | 9 | — |
| 25 | years | 9 | — |
| 26 | iphone | 8 | — |
| 27 | apple | 8 | — |
| 28 | please | 8 | — |
| 29 | period | 8 | — |
| 30 | list | 8 | — |
| Category | High-Neg Keywords | Avg Negative % |
|---|---|---|
| games | 1687 | 92.5% |
| utilities | 842 | 90.7% |
| health-fitness | 829 | 88.4% |
| finance | 716 | 89.4% |
| photo-video | 622 | 88.9% |
| business | 556 | 89.7% |
| productivity | 549 | 88.8% |
| education | 469 | 90.1% |
| shopping | 442 | 88.4% |
| lifestyle | 433 | 91.3% |
| food-drink | 403 | 86.1% |
| travel | 386 | 89.8% |
| social-networking | 375 | 89.8% |
| music | 293 | 89.2% |
| entertainment | 280 | 91.6% |
These are actual 1-star reviews from our database:
Epic Stickman: RPG Idle War — "Mining update and already game"
"Late game is a bummer. Everything one hits your character. Grinds for single items are closer to months rather than a week or two. Recent mining update really slowed down the “idle” part of the game ..."
Pet Foot Doctor Salon Spa Game — "Total waste of money!"
"I paid the 4.99 to unlock "Everything" and it only unlocked a few things and it keeps prompting my kids to buy more! All besides the fact that we can't even figure out how to play! So confusing and fr..."
Clawee - Real Claw Machines — "Scam"
"The app waited until I made a purchase to tell me it isn’t available in my country."
Brain Out -Tricky riddle games — "I hated this"
"I HATE THIS IT GAVE ME A LEVEL SAYING “How much marks would you give us”I PRESS 10 AND IT FORCES ME TO PUT FULL MARKS THIS GAME IS HORRIBLE"
TaxSlayer: File your taxes — "Horrible app"
"I used this app to file my taxes, was excited because they were reasonably priced. Unfortunately when I tried to pay for my return it wouldn’t take my BANK OF AMERICA debit card saying all my info w..."
AI Photo Generator - Fotorama — "App changes disappointing"
"I paid for the pro version to enhance and colorize old worn photos. I can’t even find colorizing any more and found that the free apps performed better. I’m dissatisfied with this app entirely now a..."
If you're building an app, fixing any of these universal pain points gives you an instant advantage. For category-specific complaints, browse our category reports.
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