The Instagram Algorithm Encyclopedia

Topics · Signal

User interests

Contents
  1. How Instagram learns what interests you
    1. Activity provides clues about interests
    2. Predictions estimate what someone will enjoy
  2. Shared interests connect people and accounts
    1. Connecting with friends over common interests
    2. Discovering accounts and communities
  3. How it has changed
  4. Viewing and changing your interests
    1. Inspecting topic labels and supervision insights
    2. Giving feedback and declaring preferences
  5. Interests in ads and product suggestions
    1. Activity and feedback personalize commercial content
    2. Similar interests can explain unexpected ads
    3. Proposed uses of product interests
  6. What user interests mean for creators
    1. Your viewing habits need not match your content
    2. Audiences can outgrow previous interests
  7. What you can do
  8. See also
  9. References

User interests are the topics and activities Instagram thinks someone likes, based on their activity or stated preferences123. Instagram uses these interests to personalize recommendations of content and accounts, helping creators reach potential new fans34. People can shape recommendations with “Interested” and “Not interested” feedback1. In June 2026, Mosseri described as giving people the ability to see and change their topic preferences across all the major parts of Instagram5.

How Instagram learns what interests you

Instagram’s Help Center describes interest-based suggested posts appearing in Feed, the Reels tab and Explore6. Its explanations identify the activity used to select posts, while Meta’s Newsroom explains why predicting someone’s enjoyment requires more than one measure67.

Activity provides clues about interests

Instagram’s Help Center says suggested posts depend partly on accounts someone follows and posts they have liked, saved, reposted or commented on; Instagram’s ranking explainer also identifies recent engagement as a clue26. Its Help Center gives a concrete example: interacting with restaurants and bookstores can lead to recommendations about food, recipes, books or reading3. Instagram for Creators says recommendations also consider a person’s interaction history with the account posting and how other people respond to the post4. A Meta patent about location-based recommendations proposes organizing inferred interests into broad or specific categories—for example, treating a liked shoe article as interest in a brand, shoes or clothing—but does not establish that Instagram uses that mechanism8.

Predictions estimate what someone will enjoy

Instagram for Creators says Feed, Stories, Explore and Reels each use their own system for choosing and ordering content, tailored to how people use that part of the app9. Instagram’s Reels explainer describes predictions about watching to the end, liking, finding a video entertaining or visiting its audio page, alongside surveys about whether a reel was entertaining or funny10. Meta’s Newsroom says no single prediction perfectly measures a post’s value to someone, so its Facebook and Instagram systems combine multiple predictions based on behavior and survey feedback7.

Shared interests connect people and accounts

Mosseri places shared interests within Instagram’s broader purpose of bringing people together over things they love11.

Connecting with friends over common interests

Mosseri illustrates shared interests with someone sending a soccer highlight to a friend who also loves soccer12. He has also described showing people Reels their friends liked so they can recognize a shared enthusiasm, such as comedy or architecture13. People can then start a conversation with the friend whose like they saw, making the content a starting point for interaction rather than only something to watch13.

Discovering accounts and communities

Instagram’s Help Center includes Accounts You May Like among the recommendations intended to help people discover relevant communities and content3. A Meta patent proposes identifying accounts as authorities on a topic through the interests of their followers, then using that assessment to recommend accounts14. Another Meta patent proposes recommending groups organized around common interests and highlighting members a person knows or has a connection with; these patent proposals are not confirmation of Instagram’s account- or group-recommendation methods1415.

How it has changed

  1. 2016

    March

    Instagram announced that Feed would soon order posts partly by predicted interest, alongside the viewer’s relationship with the poster and the post’s timeliness16.

  2. 2024

    November

    Meta’s Newsroom reported a recently announced option for teens in the US, UK, Canada and Australia to choose topics they wanted to see more of1.

  3. 2025

    October

    Mosseri announced a small US public test of viewing, adding and removing inferred interests, initially applying only to Reels17.

  4. December

    Instagram launched , letting people customize recommendations to see more or less about particular topics, according to Meta’s later Newsroom announcement18.

  5. 2026

    January

    Mosseri announced that was expanding to all English speakers globally19.

  6. May

    Meta’s Newsroom reported that was available on Reels and Explore in English-speaking countries18.

  7. June

    Mosseri announced expansion to the main Feed5.

Viewing and changing your interests

Instagram’s interest controls address a limitation Mosseri acknowledges: its guesses about what someone will enjoy can be wrong20. Direct preferences and feedback provide ways to shape that experience rather than relying entirely on past activity119.

Inspecting topic labels and supervision insights

Mosseri’s demonstration of included labels such as fashion, award-show glamour, “sweat sessions” and “culinary indulgences”21. He clarified that “sweat sessions” referred to workouts, illustrating the wording people may encounter when reading their inferred interests21. Meta’s Newsroom says parents and guardians using supervision can view the general interest categories their teens engage with, giving them broader visibility into the kinds of content their teens see18.

Giving feedback and declaring preferences

Meta’s Newsroom says can hide recommended content containing specified words or phrases in captions1. A Meta patent describes explicit profile declarations such as favorite books, music or an interest in photography as information for assessing relevance22. Another Meta patent describes selecting a football or team icon on an event-related post to express an interest; this is a patent example of declaring a preference, not an Instagram instruction23.

Interests in ads and product suggestions

Instagram’s Help Center describes information used for ads and suggested products, while Mosseri describes as a way to see and change topic preferences52425. Its Help Center instead identifies information used for ads and suggested products, including some activity outside Instagram2425.

Activity and feedback personalize commercial content

Instagram’s Help Center says ads can reflect followed accounts, liked posts, content someone makes or interacts with, activity on third-party websites and apps, and feedback showing interest or lack of interest in an ad24. It also lists Facebook information and interests, and says activity on Facebook may affect Instagram ads when the accounts are linked24. Depending on the region, interactions with AI products may also contribute24. For suggested products, Instagram’s Help Center says activity across Meta products can influence what appears in Feed, Reels and Explore25.

Similar interests can explain unexpected ads

Mosseri said in October 2025 that ads or product suggestions can partly reflect friends’ interests and the interests of other people with similar tastes26. He explained that an apparently surprising ad might follow a friend’s earlier search for a product, or reflect searches by people with similar interests26. He rejected microphone listening as the explanation and also identified unnoticed earlier exposure to an ad and coincidence as possibilities26.

Proposed uses of product interests

A Meta patent proposes detecting product-category interest when related activity reaches a specified level, then presenting personalized recommendations, ratings and reviews27. Another Meta patent proposes ordering paid stories alongside ordinary posts using both the viewer’s interest and the advertiser’s payment28. A Meta patent concerning life-event messages proposes gift suggestions based partly on the recipient’s interests and merchant bids; these commercial patent proposals do not establish which methods Instagram uses272829.

What user interests mean for creators

Mosseri’s explanations of user interests address two different sides of a creator’s experience: choosing what to watch and maintaining an audience whose tastes can change3031.

Your viewing habits need not match your content

Mosseri said in August 2025 that creators do not need to interact with content similar to their own to maximize reach30. He encouraged creators to interact with the content they personally love30. His advice for publishing was to make material they think their audience will find compelling30.

Audiences can outgrow previous interests

Mosseri says people actively unfollow accounts to make Instagram more interesting to them, particularly younger users31. He explains that audiences can grow out of subjects: someone attracted to content aimed at a younger audience may later move on to something else31. He also says reduced interest is only one possible reason followers do not see a post, alongside limited scrolling, mistakes in how Instagram orders posts and safety measures32. A follower becoming less interested therefore does not establish that the creator’s content is bad32.

What you can do

  • To give feedback on an Explore recommendation, tap the post’s three-dot menu and select “Interested” or “Not interested”1.
  • In , add topics you want reflected in your recommendations and remove topics that do not match your interests19.

See also

References

  1. 1Reshape Your Instagram With a Recommendations ResetMeta Newsroom · Nov 19, 2024
  2. 2Instagram Ranking ExplainedInstagram explainer · May 31, 2023
  3. 3Recommendations on InstagramInstagram Help Center
  4. 4What Creators Need To Know About Instagram RecommendationsInstagram for Creators · Aug 30, 2022
  5. 5Today we're bringing Your Algorithm to the main feed — you can now see the topics we think you're interested in, and change them, across all the major parts of Instagram.Adam Mosseri · Jun 10, 2026
  6. 6How Instagram determines which posts appear as suggested postsInstagram Help Center
  7. 7How AI Influences What You See on Facebook and InstagramMeta Newsroom · Jun 29, 2023
  8. 8Displaying social opportunities by location on a mapMeta patent · Feb 25, 2020
  9. 9Tips for Improving Your ReachInstagram for Creators · May 31, 2023
  10. 10Shedding More Light on How Instagram WorksInstagram explainer · Jun 8, 2021
  11. 11Instagram in 2023Adam Mosseri · Dec 28, 2022
  12. 12A creator recently asked me if Instagram would focus more on long-form video anytime soon, and the answer is no - here’s whyAdam Mosseri · Jul 9, 2024
  13. 13Bringing your friends to the Reels tab.Adam Mosseri · Jan 17, 2025
  14. 14Systems and methods for recommendation of topical authoritiesMeta patent · Oct 13, 2020
  15. 15Recommending a group to a user of a social networking system based on affinities of the user for members of the groupMeta patent · Apr 9, 2019
  16. 16See Posts you Care About First in your FeedInstagram explainer · Mar 15, 2016
  17. 17We’re starting to publicly test the ability to see and control your algorithm to a small percentage of users in the US this week.Adam Mosseri · Oct 29, 2025
  18. 18New Supervision Tools Give Parents Insights Into Their Teen’s Algorithm and MoreMeta Newsroom · May 12, 2026
  19. 19We’re expanding Your Algo to all English speakers globally today.Adam Mosseri · Jan 13, 2026
  20. 20We try to show you what we think you’ll enjoy most on Instagram, but we know we make mistakes which is why we’ve built a few ways for you to shape what you see.Adam Mosseri · Jun 25, 2025
  21. 21Head of Instagram ADAM MOSSERI returns!!!Adam Mosseri · Feb 25, 2026
  22. 22Ranking objects by social relevanceMeta patent · Mar 10, 2015
  23. 23Systems and methods to control event based informationMeta patent · Sep 8, 2020
  24. 24How Instagram decides which ads to show youInstagram Help Center
  25. 25Learn about and manage suggested products on InstagramInstagram Help Center
  26. 26Myth busting: I swear, we do not listen to your microphone.Adam Mosseri · Oct 1, 2025
  27. 27Providing product advice recommendationMeta patent · Feb 2, 2021
  28. 28Sponsored advertisement ranking and pricing in a social networking systemMeta patent · Feb 18, 2020
  29. 29Delivery of messages for a life event of user of social networking systemMeta patent · Feb 6, 2018
  30. 30Myth-busting: you don’t need to interact with content that is similar to your content to maximize your reach.Adam Mosseri · Aug 8, 2025
  31. 31Tech creator @MKBHD sat down with Head of Instagram @mosseri to share his career path from creator to entrepreneur and his advice for fellow creators.Adam Mosseri · May 28, 2024
  32. 32It’s in our interest to connect your content with people who want to see it, but nobody reaches all of their followers when they post on Instagram - there are a number of reasons why that happensAdam Mosseri · Jul 18, 2024

Follow changes to User interests

Unofficial. Not affiliated with Instagram or Meta. AI answers from the sources shown.