Which niches break out most often with Shorts, and what their viral videos have in common: title keywords, video and title length.
Uploads from the last 90 days · updated Oct 31, 2026
That niche has no Shorts in the window. Here are all of them.
100x+
96.6x
92.1x
100x+
100x+
100x+
32.4x
29.9x
22.5x
52.4x
35.3x
33.5x
100x+
100x+
100x+
100x+
100x+
83.7x
61.7x
55.4x
51.1x
100x+
100x+
100x+
85.4x
85.2x
79.5x
100x+
100x+
100x+
100x+
100x+
100x+
100x+
100x+
100x+
100x+
94.6x
79x
21.8x
19.4x
19.8x
100x+
81.4x
61.3x
68.1x
63.6x
45.5x
56.4x
32.4x
24x
89.6x
52.2x
47.1x
68.3x
47.2x
24.6x
82.1x
74.1x
74.4x
56.5x
41.8x
38.8x
100x+
100x+
97.5x
100x+
100x+
67.1x
64.4x
38.2x
17.8x
64.8x
45.9x
39.3x
81.1x
66.8x
47.9x
81x
76.1x
68.7x
56x
39.4x
41.6x
88.1x
76.3x
49.5x
100x+
100x+
100x+
28.7x
18.9x
18.6x
92.9x
80.1x
73.8x
38.1x
30.8x
21.3x
100x+
100x+
100x+
90x
70.6x
45.2x
100x+
100x+
100x+
77.7x
39.6x
20x
100x+
59.7x
44.2x
100x+
100x+
100x+
100x+
100x+
72.2x
100x+
78.2x
73.9x
90.7x
61.1x
59.9x
73.3x
71.7x
66x
100x+
42.8x
40.6x
23x
19.2x
21.6x
100x+
74.3x
69.1x
50.4x
40.5x
40.4x
100x+
100x+
92.1x
46.5x
37.8x
31.3x
100x+
100x+
100x+
100x+
61.8x
61.1x
99.9x
88.1x
33.4x
61.3x
36.8x
31.7x
100x+
100x+
100x+
31.5x
25.4x
21.3x
100x+
57.1x
43.9x
49.3x
21.2x
13x
100x+
100x+
100x+
100x+
76.2x
75.4x
42.9x
42.1x
28.3x
47.1x
30.9x
24x
45.6x
54.5x
42.4x
100x+
67.5x
21.1x
68.6x
8.71x
8.13x
100x+
86.1x
60.9x
82.4x
43.1x
27.1x
52.7x
46.2x
38.8x
100x+
100x+
100x+
100x+
59.2x
54.8x
100x+
100x+
100x+
100x+
74.8x
61.1x
100x+
96.6x
34.5x
100x+
85.4x
72x
64.9x
45.7x
47.4x
57.2x
43.8x
33.9x
16.8x
8.42x
8.4x
61x
55x
46.9x
87.3x
24.9x
24.1x
50.7x
41.5x
39x
22.2x
24.4x
12.2x
15.1x
14.7x
9x
100x+
37.4x
52.9x
100x+
100x+
97.3x
81.5x
100x+
100x+
13.3x
11.2x
10.9x
100x+
11.8x
10.6x
100x+
100x+
100x+
100x+
73.4x
52x
100x+
95.6x
41.7x
36.6x
19.8x
19.5x
100x+
93x
32.6x
33.9x
24.8x
18.3x
21.7x
20.2x
16.5x
65.5x
25x
21.1x
35.5x
34.7x
30.9x
100x+
55.8x
32.5x
52.6x
23.5x
19x
59.5x
45.1x
32.3x
48.6x
48.4x
39.8x
24.9x
19.1x
18.3x
14.7x
12.9x
6.49x
100x+
46.1x
24x
100x+
100x+
100x+
100x+
47.1x
30.4x
30.9x
23.2x
18.5x
9.35x
7.62x
4.6x
58.7x
23x
10.6x
22.6x
16.3x
16.2x
80.9x
69.2x
30.3x
34.1x
18x
15.4x
18.4x
16.2x
7.66x
7.58x
4.41x
4.81x
11.5x
8.02x
5.16x
10.5x
9.82x
10.7x
30.5x
41.4x
24.1x
18.1x
13.4x
12.5x
10.9x
85x
13.2x
9.88x
17.5x
16.7x
10.4x
30.8x
13.1x
13.2x
17.3x
11.4x
9.9x
21.7x
52.5x
27.3x
12.5x
32.4x
29.5x
10.9x
42.6x
33.1x
8.68x
12.7x
11.6x
5.73x
76.7x
11x
7.23x
100x+
12.6x
10.4x
51.6x
37.2x
22x
56.8x
3.57x
3.26x
9.27x
10.6x
6.67x
7.42x
9.56x
6.78x
47.6x
8.45x
4.52x
100x+
100x+
46.4x
7.68x
6.34x
3.04x
15.3x
2.97x
3.32x
4.87x
3.26x
3.19x
2.4x
3xEach niche's figure is the share of its tracked channels that published at least one video scoring 5x or more against their own channel's norm in the window. A niche ranks high because its creators break out often, not because it is big.
Videos over three minutes that aren't Shorts. Shorts are counted separately, so each view compares like with like.
From the titles of the niche's outlier videos, with articles, filler words and platform words such as "video" left out. A keyword has to appear in at least three videos from two different channels, so one channel's series name can't top the list.
Every night, from the outlier scores computed that day, so the window always covers the most recent uploads.