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Explaining Ranking
Instagram Feed Recommendations

Instagram Feed Recommendations AI system

UPDATED SEP 4, 2025
The content you see on your Instagram Feed Recommendations is selected, ranked and delivered to you by an artificial intelligence (AI) system. Within one AI system, multiple machine learning models work together to deliver your experience. These models and their input signals are dynamic and they change frequently as the system learns and improves over time.

Overview of Instagram Feed Recommendations

When you view and interact with Instagram, one of the underlying AI systems delivers suggested content to your feed. This is content you may be interested in from accounts, posts or Reels.
Note: What you see while scrolling your feed might also include connected content and advertisements. That content is not powered by the AI we describe in this system card. Connected content is described in Instagram Feed.
How Instagram Feed Recommendations works
The AI system behind Instagram Feed Recommendations automatically determines which content shows up in your feed, and in what order, by predicting what you’re most likely to be interested in or engage with. These predictions are based on a variety of factors, including what and whom you’ve followed, liked or engaged with recently. Here’s how it works:
  1. Gather inventory
    The system gathers a portion of the public content available on Instagram, which may include photos and videos that follow our quality and integrity rules.
  2. Leverage signals
    Next, the AI system considers a variety of input signals about the content. These signals might include how you’ve engaged with similar content or your interests.
  3. Rank content
    Finally, the system ranks content from the previous step. Content that the system predicts will provide more value for you is shown higher in your feed. This helps the system make content recommendations that more closely match your preferences.
How to customize what you see
Your experience on Instagram Feed Recommendations is personalized based on your activity, and you have options to control or customize what you see. Below, we describe how to do this with different in-product features. Options shown here may not be available to everyone.
Not interested
If you don’t want to see a specific post, you can select “Not Interested” in the three-dot overflow menu. The system will no longer show you posts from that author and will attempt to demote similar content in the future.
Manage suggested content
The manage suggested content option shows you the content you indicated you were either interested in or not. It also allows you to access sensitive content controls to customize the recommendations you’ll see, snooze feed recommendations, and hide recommendations containing certain words, phrases or emojis.
Report content
If you see something you think goes against our Community Guidelines, you can report it to us. You can also report posts that you think are spam or false information.
Hide
You can hide a post so you’ll never see that post again. This action also helps to limit similar content from showing up in your feed.
See non-personalized content from people you follow
To see posts and reels that aren't chosen or ordered in a way that's personalized specifically to you, click "Following" on the home screen. On tablets, You will see a “Latest” subfeed option. Tapping on “Latest” will display content from accounts you follow in reverse chronological order, and will not include recommendations.
Save
You can use the save option to add recommended content to a saved collection. This can help the system show you similar content in the future.
How the AI delivers content to you
We want you to see content you enjoy and find interesting. To achieve this, the AI system has models that help it make predictions about content you'll find most relevant and valuable. These prediction models use underlying input signals to help select content you're most likely to engage with.
Below are some of the significant predictions-and input signals that inform them-that we use in this AI system.
How likely you are to use the audio from a reel you're viewing in one you create
Signals influencing this prediction include:
  • Whether or not you've been viewing reels for more than 15 seconds
  • How many times you've clicked the audio link in reels you've seen
  • How many times you’ve clicked “Use audio” after clicking the audio link compared to the number of reels you’ve seen
  • How many times you've clicked "Use audio" after clicking the audio link
How likely you are to watch less than three seconds of a reel
Signals influencing this prediction include:
  • How many times users watched at least 3 seconds of the reel anywhere on Instagram
  • How many times the reel was dismissed
  • How many times users in Explore watched at least 3 seconds of the reel
  • How many times this reel has been viewed with the sound on
  • How many times the post has been skipped within two seconds of being opened
How likely you are to click 'Interested' if the Interested/ Not interested options are presented to you below the Reel
Signals influencing this prediction include:
  • The authors of reels you've spent less than three seconds watching
  • How many people have clicked to like the reel
  • The videos you've saved
  • Where data privacy laws permit, the posts you've reshared previously and the authors of those posts
  • Which authors' profiles you've clicked
How likely you are to comment on a reel
Signals influencing this prediction include:
  • Which media have you commented on in the past
  • How much time has viewers from your country spent on this reel
  • Which authors have you commented on in the past
  • Which authors have you commented on in the past hour
  • How many comments have you made in the past
How likely you are to watch more of a reel than 95% of users who watched reels of the same length
Signals influencing this prediction include:
  • The length of the reel
  • How much time people have spent viewing the reel
How likely you are to click one of the tall, rectangular reels in Explore to view it in full screen in the Reels tab
Signals influencing this prediction include:
  • How many posts and reels you’ve seen in Explore
  • The amount of time you've spent watching reels
  • How many tall reels you've clicked in Explore to view in full screen in the Reels tab
How likely you are to use the audio from a reel you're viewing in one you create
Signals influencing this prediction include:
  • Whether or not you've been viewing reels for more than 15 seconds
  • How many times you’ve clicked “Use audio” after clicking the audio link compared to the number of reels you’ve seen
  • How many times you've clicked the audio link in reels you've seen
  • How many times you've clicked "Use audio" after clicking the audio link
How likely you are to reshare a reel
Signals influencing this prediction include:
  • How much time people have spent viewing the reel
  • Where data privacy laws permit, the posts you've reshared previously and the authors of those posts
How likely you are to share a reel off of Instagram
Signals influencing this prediction include:
  • The amount of time you've spent watching reels
  • Where data privacy laws permit, the posts you've reshared previously and the authors of those posts
  • Where data privacy laws permit, how many times you've shared a post externally, and how many times this post has been shared externally by others
How likely you are to follow the author of a reel
Signals influencing this prediction include:
  • The amount of followers the author received through the reel
  • Which authors you've followed
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