Recommendation SystemConsumer FacingVerified
Reviewed and published by trentmaziarz, March 24, 2026. Discovered and drafted by our automated research pipeline.
The main Instagram feed does not show posts in the order they were published. Instead, AI models predict which posts from accounts a user follows are most relevant to them and reorder the feed accordingly. Instagram published a detailed explanation of how this works in June 2023.
Details
The system works in three stages: first, it collects all recent posts from followed accounts; second, a lightweight machine learning model narrows these to approximately 500 candidates; third, a more complex model predicts the likelihood of different interactions — like, comment, share, save, or profile tap — and ranks posts accordingly. Key signals include the interaction history between the user and the poster, the post's overall engagement, recency, and content type preference. In October 2025, an Amsterdam court ruled that Instagram's automatic reversion to this algorithmic feed constitutes an illegal dark pattern under the EU Digital Services Act.
Products affected
Instagram Feed
Sources & Evidence
Company Disclosure
Other practices by Instagram
OtherInstagram automatically transcribes spoken words in Stories and Reels into on-screen text captions using AI speech recognition. Users add a "Captions" sticker to any video with speech and the text appears automatically. This feature launched on Instagram Stories in May 2021.OtherWhen Instagram users try to change their stated age from under 18 to 18 or older, they may be asked to complete an AI-powered face scan to estimate their age. Separately, Meta uses a background AI system that monitors Instagram account behavior to detect users who may be younger than they claim. Both systems are specific to Instagram's teen safety program.OtherInstagram automatically applies a label — called "AI Info" — to photos, videos, and audio that were created or significantly modified using AI tools. The labels appear on content from Instagram's own AI features as well as from third-party tools like Adobe Firefly and Midjourney. The system launched in May 2024 and has faced criticism for inconsistent application.
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