Minesweeper ~

Developer: Yi Zeng

Category: Games

Add App to Comparison

~480.4K - 960.9K

9.6K ratings

~350 (installs week)

~12.3K (installs month)

ASO Keyword Dashboard

Tracking 63 keywords for Minesweeper ~ in Apple App Store

Developer: Yi Zeng Category: games Rating: 4.63

Minesweeper ~ tracks 63 keywords (no keywords rank yet; 63 need traction). Key metrics: opportunity 70.4, difficulty 39.9.

Tracked keywords

0 ranked • 63 not ranking yet

Top 10 coverage

—

Best rank — • Latest leader —

Avg opportunity

70.4

Top keyword: exercise

Avg difficulty

39.9

Lower scores indicate easier wins

Opportunity leaders

exercise

Opportunity: 73.0 • Difficulty: 41.4 • Rank —

Competitors: 133
68.6
problem

Opportunity: 73.0 • Difficulty: 39.1 • Rank —

Competitors: 73
64.9
logic

Opportunity: 73.0 • Difficulty: 38.5 • Rank —

Competitors: 113
63.5
gaming

Opportunity: 73.0 • Difficulty: 40.9 • Rank —

Competitors: 213
66.8
tune

Opportunity: 73.0 • Difficulty: 39.1 • Rank —

Competitors: 82
63.5

Unranked opportunities

exercise

Opportunity: 73.0 • Difficulty: 41.4 • Competitors: 133
problem

Opportunity: 73.0 • Difficulty: 39.1 • Competitors: 73
logic

Opportunity: 73.0 • Difficulty: 38.5 • Competitors: 113
gaming

Opportunity: 73.0 • Difficulty: 40.9 • Competitors: 213
tune

Opportunity: 73.0 • Difficulty: 39.1 • Competitors: 82

High competition keywords

experience

Total apps: 121,884 • Major competitors: 1,381

Latest rank: — • Difficulty: 51.6
best

Total apps: 116,953 • Major competitors: 1,658

Latest rank: — • Difficulty: 51.5
using

Total apps: 115,531 • Major competitors: 949

Latest rank: — • Difficulty: 51.3
fun

Total apps: 86,465 • Major competitors: 1,343

Latest rank: — • Difficulty: 50.1
based

Total apps: 80,023 • Major competitors: 681

Latest rank: — • Difficulty: 49.6

All tracked keywords

Includes opportunity, difficulty, rankings and competitor benchmarks

							Major Competitors
fun	67	100	50	83 86,465 competing apps Median installs: 150 Avg rating: 4.1	—	—	1,343 major competitor apps
best	66	100	51	85 116,953 competing apps Median installs: 150 Avg rating: 4.2	—	—	1,658 major competitor apps
top	69	100	48	78 47,030 competing apps Median installs: 150 Avg rating: 4.2	—	—	710 major competitor apps
challenging	70	100	45	74 25,870 competing apps Median installs: 150 Avg rating: 4.2	—	—	470 major competitor apps
daily rewards	69	100	28	45 484 competing apps Median installs: 1,175 Avg rating: 4.4	—	—	15 major competitor apps
exercise	73	100	41	69 12,552 competing apps Median installs: 125 Avg rating: 4.3	—	—	133 major competitor apps
art	71	100	44	73 23,826 competing apps Median installs: 125 Avg rating: 4.2	—	—	253 major competitor apps
tailored	70	100	45	74 27,767 competing apps Median installs: 75 Avg rating: 4.4	—	—	222 major competitor apps
experience	66	100	52	85 121,884 competing apps Median installs: 100 Avg rating: 4.2	—	—	1,381 major competitor apps
classic	70	100	45	74 25,527 competing apps Median installs: 200 Avg rating: 4.3	—	—	532 major competitor apps
control	68	100	49	81 65,235 competing apps Median installs: 100 Avg rating: 4.0	—	—	580 major competitor apps
using	66	100	51	85 115,531 competing apps Median installs: 100 Avg rating: 4.1	—	—	949 major competitor apps
multiple	68	100	49	81 68,139 competing apps Median installs: 125 Avg rating: 4.2	—	—	682 major competitor apps
score	71	100	44	73 21,956 competing apps Median installs: 100 Avg rating: 4.2	—	—	297 major competitor apps
various	69	100	47	79 48,990 competing apps Median installs: 100 Avg rating: 4.1	—	—	387 major competitor apps
move	70	100	45	74 26,889 competing apps Median installs: 125 Avg rating: 4.1	—	—	326 major competitor apps
ai	69	100	47	78 44,935 competing apps Median installs: 125 Avg rating: 4.3	—	—	390 major competitor apps
problem	73	100	39	65 7,571 competing apps Median installs: 125 Avg rating: 4.1	—	—	73 major competitor apps
brain	72	100	43	71 16,377 competing apps Median installs: 150 Avg rating: 4.3	—	—	359 major competitor apps
achieve	71	100	43	71 18,511 competing apps Median installs: 100 Avg rating: 4.3	—	—	157 major competitor apps
logic	73	100	38	63 6,201 competing apps Median installs: 175 Avg rating: 4.3	—	—	113 major competitor apps
rewards	71	100	44	72 20,930 competing apps Median installs: 225 Avg rating: 4.3	—	—	499 major competitor apps
difficulty	72	100	42	69 12,952 competing apps Median installs: 125 Avg rating: 4.3	—	—	148 major competitor apps
probability	70	100	30	50 994 competing apps Median installs: 100 Avg rating: 4.2	—	—	7 major competitor apps
stack	72	100	36	59 3,523 competing apps Median installs: 150 Avg rating: 4.3	—	—	63 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