AI Visibility Leaderboard

Snacks AI Brand Rankings

Snacks publishes 27 ranked brands from the accepted leaderboard snapshot. Pringles is rank 1 with composite index 52.09.

Brand rankings

RankBrandVisibility scoreAI engine summary
1Pringles52.09Rank 1 in Snacks with composite index 52.09; mention rate 58.93
2Goldfish32.19Rank 2 in Snacks with composite index 32.19; mention rate 44.64
3Doritos25.88Rank 3 in Snacks with composite index 25.88; mention rate 0
4Cheetos25.75Rank 4 in Snacks with composite index 25.75; mention rate 0
5Oreo25.21Rank 5 in Snacks with composite index 25.21; mention rate 1.79
6Lay's23.27Rank 6 in Snacks with composite index 23.27; mention rate 16.07
7KitKat22.75Rank 7 in Snacks with composite index 22.75; mention rate 0
8Ritz22.2Rank 8 in Snacks with composite index 22.2; mention rate 0
9Snickers22Rank 9 in Snacks with composite index 22; mention rate 0
10Lindt20Rank 10 in Snacks with composite index 20; mention rate 0
11Hershey's19.61Rank 11 in Snacks with composite index 19.61; mention rate 7.14
12Mars19.36Rank 12 in Snacks with composite index 19.36; mention rate 7.15
13M&M's18.71Rank 13 in Snacks with composite index 18.71; mention rate 0
14Cheez-It18.29Rank 14 in Snacks with composite index 18.29; mention rate 0
15Reese's17Rank 15 in Snacks with composite index 17; mention rate 0
16Skittles16.25Rank 16 in Snacks with composite index 16.25; mention rate 0
17Ruffles16.17Rank 17 in Snacks with composite index 16.17; mention rate 0
18Twix15.8Rank 18 in Snacks with composite index 15.8; mention rate 0
19Tostitos15Rank 19 in Snacks with composite index 15; mention rate 0
20Haribo15Rank 20 in Snacks with composite index 15; mention rate 0
21Takis13Rank 21 in Snacks with composite index 13; mention rate 0
22Chips Ahoy!11.8Rank 22 in Snacks with composite index 11.8; mention rate 0
23Toblerone10.5Rank 23 in Snacks with composite index 10.5; mention rate 0
24Kinder10Rank 24 in Snacks with composite index 10; mention rate 0
25Cadbury8Rank 25 in Snacks with composite index 8; mention rate 0

Methodology FAQ

How is the Snacks leaderboard calculated?

Overall ranking combines the latest AI visibility signals across tracked engines for Snacks, including rank position, recommendation strength, and mention-rate patterns.

Why can Pringles lead overall but differ by engine?

Each AI engine can prefer different brands, evidence, freshness, and recommendation patterns, so engine-specific rankings can diverge from the combined leaderboard.

How often is this Snacks leaderboard updated?

This leaderboard updates whenever new completed runs are available for Snacks, with the latest refresh date shown on the page.

How to read this page

This page uses the same leaderboard snapshot for its headline, visible metrics, and comparison table. Read rank together with visibility score: rank shows relative position in the current view, while the score records measured AI visibility. Nearby rows provide comparison context. Follow the related leaderboard links to compare the wider set of tracked entities and continue exploring pages based on the same snapshot.

Scores describe the data available for the snapshot date and should be read as a point-in-time comparison, not a permanent rating. Differences between rows show relative visibility within this leaderboard view. A later snapshot can change both rank and score when the underlying evaluations change. The static table keeps the primary comparison readable without requiring interactive controls.