
Yellow Submarine
1968 · 7.2/10
Worth the HypeRecommended by TMDB viewers
Movie Map AI links every film to the ones its viewers watch next, so you can go from movie to movie. Drag to turn the map; click any poster to move the middle there and keep wandering.

1968 · 7.2/10
Worth the HypeRecommended by TMDB viewers

2022 · 6.6/10
Popcorn FlickRecommended by TMDB viewers

2008 · 6.4/10
Popcorn FlickRecommended by TMDB viewers

2022 · 6.4/10
Popcorn FlickRecommended by TMDB viewers

2024 · 6.6/10
Popcorn FlickRecommended by TMDB viewers

1993 · 6.1/10
Popcorn FlickRecommended by TMDB viewers

2023 · 6.1/10
Popcorn FlickRecommended by TMDB viewers

1953 · 6.8/10
Popcorn FlickRecommended by TMDB viewers

2003 · 6.7/10
Popcorn FlickRecommended by TMDB viewers

1965 · 6.9/10
Popcorn FlickRecommended by TMDB viewers

2026 · 6.2/10
Popcorn FlickVia Hollywood Stargirl and Find Me Falling

2018 · 6.6/10
Popcorn FlickVia Hollywood Stargirl and Nick and Norah's Infinite Playlist

2003 · 7.8/10
Worth the HypeVia Yellow Submarine and Press Play

2021 · 6.8/10
Popcorn FlickVia Hollywood Stargirl and Find Me Falling

2026 · 6.4/10
Popcorn FlickVia Hollywood Stargirl and Nick and Norah's Infinite Playlist

2008 · 6.5/10
Popcorn FlickVia Hollywood Stargirl and Find Me Falling

2020 · 6.0/10
Popcorn FlickVia What's Love Got to Do with It? and How to Marry a Millionaire

2021 · 6.8/10
Popcorn FlickVia Yellow Submarine

2019 · 6.6/10
Popcorn FlickVia Yellow Submarine

1967 · 6.0/10
Popcorn FlickVia Yellow Submarine

2019 · 6.7/10
Popcorn FlickVia Yellow Submarine

2021 · 7.2/10
Worth the HypeVia Yellow Submarine

2015 · 6.8/10
Popcorn FlickVia Nick and Norah's Infinite Playlist

2025 · 6.5/10
Popcorn FlickVia Nick and Norah's Infinite Playlist

2020 · 7.6/10
Worth the HypeVia Nick and Norah's Infinite Playlist

2025 · 6.7/10
Popcorn FlickVia Nick and Norah's Infinite Playlist
More: Yesterday: verdict and where to watch · Movie Map home · How to find movies by genre
A movie map shows films as connected points instead of a list. The film you pick sits in the middle, the films its viewers most often watch next sit around it, and their own closest matches form an outer ring, so you can follow the links from movie to movie. (A movie map can also mean a map of filming locations; this one maps how films connect.)
The closest films to Yesterday (2019) are Yellow Submarine (1968), Hollywood Stargirl (2022) and Nick and Norah's Infinite Playlist (2008). 16 more sit one step further out.
The film in the middle links to the films its viewers most often watch alongside it (from Trakt, or TMDB’s recommendations when Trakt has none). Each of those links to its own closest matches, which form the outer ring. A film reached from several directions sits between them.
Yes. Search any title above, use “See on Movie Map AI” on a film page, or click any poster on the map to move the middle there.
Yes. It’s free, with no account or sign-up, and works on phones too. On a phone, or with reduced motion switched on, the same films are shown as lists.
A list stops at one step: films like the one you searched. The map also shows the films two steps away and which film links them, so you can see why a recommendation appears and keep going. For a ranked list with a reason for each pick, use Movies Like Yesterday.