
October Kiss
2015 · 6.5/10
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.

2015 · 6.5/10
Popcorn FlickRecommended by TMDB viewers

2021 · 6.4/10
Popcorn FlickRecommended by TMDB viewers

2021 · 6.5/10
Popcorn FlickRecommended by TMDB viewers

2022 · 5.9/10
SnoozefestRecommended by TMDB viewers

2023 · 7.2/10
Worth the HypeRecommended by TMDB viewers

2022 · 5.8/10
SnoozefestRecommended by TMDB viewers

2021 · 7.1/10
Worth the HypeRecommended by TMDB viewers

2022 · 6.6/10
Popcorn FlickRecommended by TMDB viewers

2022 · 6.7/10
Popcorn FlickRecommended by TMDB viewers

2019 · 6.8/10
Popcorn FlickRecommended by TMDB viewers

2019 · 6.9/10
Popcorn FlickVia October Kiss and The 27-Hour Day

2020 · 6.5/10
Popcorn FlickVia Single All the Way and A Merry Christmas Wish

2018 · 6.1/10
Popcorn FlickVia As Luck Would Have It and A Prince in Paradise

2021 · 5.8/10
SnoozefestVia As Luck Would Have It and A Merry Christmas Wish

2015 · 6.4/10
Popcorn FlickVia As Luck Would Have It and A Prince in Paradise

2021 · 6.1/10
Popcorn FlickVia A Merry Christmas Wish and Christmas at the Drive-In

2012 · 6.1/10
Popcorn FlickVia A Merry Christmas Wish and Christmas at the Drive-In

2017 · 6.9/10
Popcorn FlickVia The 27-Hour Day and Romance in Style

2021 · 7.3/10
Worth the HypeVia The 27-Hour Day and Romance in Style

2016 · 6.1/10
Popcorn FlickVia October Kiss

2022 · 6.4/10
Popcorn FlickVia Single All the Way

2019 · 6.1/10
Popcorn FlickVia Single All the Way

2024 · 5.9/10
SnoozefestVia Single All the Way

2023 · 6.4/10
Popcorn FlickVia Single All the Way

2025 · 6.0/10
Popcorn FlickVia Single All the Way

2022 · 6.3/10
Popcorn FlickVia A Merry Christmas Wish
More: Notes of Autumn: 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 Notes of Autumn (2023) are October Kiss (2015), Single All the Way (2021) and As Luck Would Have It (2021). 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 Notes of Autumn.