Recommendation eligibility

Instagram applies stricter rules to recommendations because, Mosseri explains, viewers have not chosen to follow the account being shown2. He describes Community Guidelines as safety rules that prohibit material such as hate speech and celebrations of violence7. Mosseri also says an account must be public to qualify for recommendations3. Instagram’s explainer identifies Explore, Reels and Feed Recommendations as places where recommendation eligibility matters1. Eligibility is separate from deciding which qualifying post appears first: Meta’s Transparency Center describes Feed Recommendations as gathering public content that follows quality and integrity rules, considering information about viewers’ interests and interactions, and then ordering posts by their predicted value to each viewer8.

Instagram’s recommendation restrictions cover sensitive subjects such as drugs, firearms, sexually suggestive material, suicide and self-injury, alongside promotions for certain regulated products25. Instagram for Creators also identifies low-quality health and financial material, including exaggerated “miracle cure” claims and deceptive business models, plus clickbait and engagement bait5. Instagram’s Help Center says account-level restrictions can follow recent Community Guidelines violations or repeated or recent problematic material in an account’s name, username, profile photo or biography4. It also lists accounts banned from advertising among those Instagram tries not to recommend4. In countries where Meta supports third-party fact-checking, repeated recent posts rated false or altered can affect an account, while accounts that regularly share age-inappropriate material or have teen-inappropriate names or biographies are not recommended to teens4. The Help Center also identifies repeated recent posts prominently featuring a photorealistic AI-generated person without the AI-generated profile label as grounds for an account restriction4.

Instagram for Creators identifies largely repurposed material that adds no substantial value as low-quality publishing that it tries not to recommend5. Mosseri says an account can become ineligible when most of what it publishes is someone else’s content9. To help prevent third-party material from being categorized as unoriginal, Instagram for Creators recommends using collaboration tools for posts the creator helped make: Collabs, Remix, and paid partnership labels for branded content10. In the same guidance, Instagram for Creators recommends Stories and reposts for highlighting other people’s work while preserving credit to the original creator10.

To investigate recommendation restrictions, creators can open Account Status under profile settings, a tool Instagram expanded for professional accounts in December 2022111. It contains separate entries for removed photos or videos and recommendation eligibility, including examples of posts or profile components that may be causing a restriction112. For an account restricted because of an undisclosed AI-generated person, Instagram for Creators gives a specific correction: edit the profile and turn on “AI-generated profile”6. The label then appears on the profile and alongside content that does not already carry a label indicating it was created or edited with AI6. These visibility tools address concerns Meta’s Newsroom described as “shadowbanning”: filtering people without transparency and limiting their reach as a result1314.

Meta’s research provides a technical account of recommendation eligibility in Instagram Explore, rather than a statement of how Instagram’s systems work today20. In November 2019, Meta’s research described blocking likely policy violations and misinformation, and using machine learning to detect and filter spam before building a pool of eligible posts20. Meta’s research then described finding thousands of eligible posts for each request, sampling 500 and passing them to the stage that orders recommendations20. In May 2026, Meta’s engineering team described SilverTorch, broader recommendation-system work that combines finding potentially relevant content, checking eligibility and scoring likely engagement within one model; this account does not establish that Instagram has deployed it21.