
Incoming
2024 · 6.4/10
Popcorn FlickRecommended 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.

2024 · 6.4/10
Popcorn FlickRecommended by TMDB viewers

2019 · 7.0/10
Worth the HypeRecommended by TMDB viewers

1990 · 6.4/10
Popcorn FlickRecommended by TMDB viewers

2012 · 6.9/10
Popcorn FlickRecommended by TMDB viewers

2012 · 6.5/10
Popcorn FlickRecommended by TMDB viewers

2016 · 6.3/10
Popcorn FlickRecommended by TMDB viewers

2001 · 5.8/10
SnoozefestRecommended by TMDB viewers

2018 · 7.9/10
Absolute CinemaRecommended by TMDB viewers

2026 · 6.7/10
Popcorn FlickRecommended by TMDB viewers

2026 · 6.9/10
Popcorn FlickRecommended by TMDB viewers

2024 · 5.3/10
SnoozefestVia Incoming and Booksmart

2018 · 5.5/10
SnoozefestVia Incoming and Mac & Devin Go to High School

1986 · 7.6/10
Worth the HypeVia Incoming and Booksmart

2007 · 7.3/10
Worth the HypeVia Incoming and Project X

2003 · 5.9/10
SnoozefestVia Project X and Not Another Teen Movie

2010 · 6.8/10
Popcorn FlickVia Booksmart

2013 · 6.7/10
Popcorn FlickVia Booksmart

2020 · 6.3/10
Popcorn FlickVia Booksmart

1994 · 5.3/10
SnoozefestVia House Party

2001 · 5.6/10
NewVia House Party

1992 · 6.3/10
Popcorn FlickVia House Party

2003 · 6.2/10
Popcorn FlickVia House Party

1991 · 5.5/10
SnoozefestVia House Party

2001 · 6.4/10
Popcorn FlickVia House Party

2006 · 6.5/10
Popcorn FlickVia Project X

2013 · 5.8/10
SnoozefestVia Project X
More: Graduation Night: 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 Graduation Night (2003) are Incoming (2024), Booksmart (2019) and House Party (1990). 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 Graduation Night.