AI Visibility Leaderboard
Ready-to-eat Food AI Brand Rankings
Ready-to-eat Food publishes 19 ranked brands from the accepted leaderboard snapshot. Progresso is rank 1 with composite index 27.71.
Brand rankings
| Rank | Brand | Visibility score | AI engine summary |
|---|---|---|---|
| 1 | Progresso | 27.71 | Rank 1 in Ready-to-eat Food with composite index 27.71; mention rate 33.93 |
| 2 | Hormel | 25 | Rank 2 in Ready-to-eat Food with composite index 25; mention rate 0 |
| 3 | Lean Cuisine | 24.88 | Rank 3 in Ready-to-eat Food with composite index 24.88; mention rate 6.12 |
| 4 | Hot Pockets | 24.6 | Rank 4 in Ready-to-eat Food with composite index 24.6; mention rate 0 |
| 5 | Marie Callender's | 24.5 | Rank 5 in Ready-to-eat Food with composite index 24.5; mention rate 0 |
| 6 | Healthy Choice | 21.92 | Rank 6 in Ready-to-eat Food with composite index 21.92; mention rate 4.08 |
| 7 | Tasty Bite | 21.65 | Rank 7 in Ready-to-eat Food with composite index 21.65; mention rate 14.29 |
| 8 | Stouffer's | 20.53 | Rank 8 in Ready-to-eat Food with composite index 20.53; mention rate 2.04 |
| 9 | Haldiram's | 20 | Rank 9 in Ready-to-eat Food with composite index 20; mention rate 0 |
| 10 | Chef Boyardee | 19.5 | Rank 10 in Ready-to-eat Food with composite index 19.5; mention rate 0 |
| 11 | MTR | 19 | Rank 11 in Ready-to-eat Food with composite index 19; mention rate 0 |
| 12 | Heinz | 18.45 | Rank 12 in Ready-to-eat Food with composite index 18.45; mention rate 2.38 |
| 13 | Campbell's | 17 | Rank 13 in Ready-to-eat Food with composite index 17; mention rate 0 |
| 14 | Banquet | 15.5 | Rank 14 in Ready-to-eat Food with composite index 15.5; mention rate 0 |
| 15 | Findus | 13.9 | Rank 15 in Ready-to-eat Food with composite index 13.9; mention rate 4.76 |
| 16 | Sabra | 13 | Rank 16 in Ready-to-eat Food with composite index 13; mention rate 0 |
| 17 | Spam | 10 | Rank 17 in Ready-to-eat Food with composite index 10; mention rate 0 |
| 18 | Ben's Original | 7 | Rank 18 in Ready-to-eat Food with composite index 7; mention rate 0 |
| 19 | Dole | 7 | Rank 19 in Ready-to-eat Food with composite index 7; mention rate 0 |
Methodology FAQ
How is the Ready-to-eat Food leaderboard calculated?
Overall ranking combines the latest AI visibility signals across tracked engines for Ready-to-eat Food, including rank position, recommendation strength, and mention-rate patterns.
Why can Progresso 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 Ready-to-eat Food leaderboard updated?
This leaderboard updates whenever new completed runs are available for Ready-to-eat Food, 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.