Minesweeper ~

Developer: Yi Zeng

Category: Games

~386.9K - 773.8K

7.7K ratings

ASO Keyword Dashboard

Tracking 63 keywords for Minesweeper ~ in Apple App Store

Developer: Yi Zeng Category: games Rating: 4.65

Minesweeper ~ tracks 63 keywords (no keywords rank yet; 63 need traction). Key metrics: opportunity 51.8, difficulty 42.7.

Tracked keywords

0 ranked • 63 not ranking yet

Top 10 coverage

—

Best rank — • Latest leader —

Avg opportunity

51.8

Top keyword: fun

Avg difficulty

42.7

Lower scores indicate easier wins

Opportunity leaders

fun

Opportunity: 59.0 • Difficulty: 58.2 • Rank —

Competitors: 1,147
83.8
best

Opportunity: 59.0 • Difficulty: 59.6 • Rank —

Competitors: 1,398
85.9
experience

Opportunity: 59.0 • Difficulty: 59.1 • Rank —

Competitors: 1,134
83.9
top

Opportunity: 58.0 • Difficulty: 58.9 • Rank —

Competitors: 706
78.1
challenging

Opportunity: 58.0 • Difficulty: 49.8 • Rank —

Competitors: 392
72.8

Unranked opportunities

fun

Opportunity: 59.0 • Difficulty: 58.2 • Competitors: 1,147
best

Opportunity: 59.0 • Difficulty: 59.6 • Competitors: 1,398
experience

Opportunity: 59.0 • Difficulty: 59.1 • Competitors: 1,134
top

Opportunity: 58.0 • Difficulty: 58.9 • Competitors: 706
challenging

Opportunity: 58.0 • Difficulty: 49.8 • Competitors: 392

High competition keywords

best

Total apps: 6,283 • Major competitors: 1,398

Latest rank: — • Difficulty: 59.6
experience

Total apps: 5,154 • Major competitors: 1,134

Latest rank: — • Difficulty: 59.1
fun

Total apps: 5,061 • Major competitors: 1,147

Latest rank: — • Difficulty: 58.2
using

Total apps: 4,473 • Major competitors: 924

Latest rank: — • Difficulty: 61.4
daily

Total apps: 3,674 • Major competitors: 820

Latest rank: — • Difficulty: 58.4

All tracked keywords

Includes opportunity, difficulty, rankings and competitor benchmarks

							Major Competitors
fun	59	100	58	84 5,061 competing apps Median installs: 275,775 Avg rating: 4.6	—	—	1,147 major competitor apps
best	59	100	60	86 6,283 competing apps Median installs: 272,625 Avg rating: 4.6	—	—	1,398 major competitor apps
top	58	100	59	78 2,843 competing apps Median installs: 305,500 Avg rating: 4.6	—	—	706 major competitor apps
challenging	58	100	50	73 1,663 competing apps Median installs: 295,550 Avg rating: 4.6	—	—	392 major competitor apps
daily rewards	57	100	30	42 72 competing apps Median installs: 260,825 Avg rating: 4.7	—	—	12 major competitor apps
exercise	58	100	42	61 508 competing apps Median installs: 264,062 Avg rating: 4.7	—	—	105 major competitor apps
art	58	100	47	69 1,082 competing apps Median installs: 239,212 Avg rating: 4.6	—	—	202 major competitor apps
tailored	58	100	53	66 836 competing apps Median installs: 291,662 Avg rating: 4.6	—	—	179 major competitor apps
experience	59	100	59	84 5,154 competing apps Median installs: 261,775 Avg rating: 4.6	—	—	1,134 major competitor apps
classic	58	100	51	74 1,817 competing apps Median installs: 292,025 Avg rating: 4.6	—	—	453 major competitor apps
control	58	100	54	76 2,353 competing apps Median installs: 243,700 Avg rating: 4.6	—	—	466 major competitor apps
using	58	100	61	83 4,473 competing apps Median installs: 247,200 Avg rating: 4.6	—	—	924 major competitor apps
multiple	58	100	54	78 2,846 competing apps Median installs: 239,425 Avg rating: 4.6	—	—	550 major competitor apps
score	20	100	52	68 977 competing apps Median installs: 314,100 Avg rating: 4.7	—	—	264 major competitor apps
various	58	100	50	75 2,177 competing apps Median installs: 229,325 Avg rating: 4.6	—	—	374 major competitor apps
move	58	100	51	71 1,366 competing apps Median installs: 278,150 Avg rating: 4.6	—	—	311 major competitor apps
ai	58	100	53	71 1,363 competing apps Median installs: 253,250 Avg rating: 4.6	—	—	284 major competitor apps
problem	57	100	36	55 266 competing apps Median installs: 289,675 Avg rating: 4.6	—	—	50 major competitor apps
brain	20	100	47	69 1,163 competing apps Median installs: 319,375 Avg rating: 4.7	—	—	298 major competitor apps
achieve	58	100	44	64 697 competing apps Median installs: 225,025 Avg rating: 4.7	—	—	133 major competitor apps
logic	57	100	39	58 378 competing apps Median installs: 283,600 Avg rating: 4.6	—	—	89 major competitor apps
rewards	20	100	59	74 1,842 competing apps Median installs: 334,388 Avg rating: 4.7	—	—	534 major competitor apps
difficulty	58	100	41	62 550 competing apps Median installs: 248,100 Avg rating: 4.7	—	—	121 major competitor apps
probability	56	100	28	35 36 competing apps Median installs: 213,050 Avg rating: 4.6	—	—	3 major competitor apps
stack	20	100	42	52 201 competing apps Median installs: 299,175 Avg rating: 4.7	—	—	54 major competitor apps

App Description

Classic minesweeper game, redefined by AI.

Our minesweeper game is one of its own kind in the market. We leverage AI technology to achieve various improvement on top of the classic minesweeper game.

- Exercise your brain and logic reasoning skills
- 4 difficulty options
- Fun experiences to unlock and daily rewards to claim.
- Classic minesweeper redefined by AI

* Redefined by AI *
1. Model the minesweeper game as a Constraint Satisfaction Problem (CSP) [a]
2. Precompute the heuristic score for each valid move using multiple state-of-the-art algorithms [b], to yield a stack rank of 10 (or less) best moves.
3. Based on the heuristic difference between the optimal move and the actual move by the user, we use our pre-defined probability (non-uniform distribution) to control the mine position (by ad-hoc switching cells on the board).
4. At the end of the game, further tune the mine-switching probability using win/lose ratio as an input [c], to ensure a custom tailored gaming experience that’s challenging but not frustrating.

References:
[a] https://inst.eecs.berkeley.edu/~cs188/fa18/assets/slides/lec4/FA18_cs188_lecture4_CSPs_6pp.pdf
[b] https://dash.harvard.edu/bitstream/handle/1/14398552/BECERRA-SENIORTHESIS-2015.pdf?sequence=1
[c] https://en.wikipedia.org/wiki/Reinforcement_learning