1. The Hierarchy of Engagement Signals
1. DM Share (Weight: 95/100) โ Brings or retains users in private networks
2. Bookmark Save (Weight: 90/100) โ Signals permanent value and future action
3. High-Value Comment (Weight: 75/100) โ Proves dialogue
4. Passive Like (Weight: 25/100) โ Low-intent signal.
2. The Explore Page Trigger Mechanism
When your Reel generates high Save velocity in its initial test window, Instagram categorizes the content as high-retention authority and pushes it into broad interest feeds.
Calculate Account Engagement RateAlgorithm Signal Weight Hierarchy (Scale 1โ100)
| Engagement Type | Algorithmic Weight | Commercial & Viral Meaning |
|---|---|---|
| Direct Message Share | 95 / 100 (Maximum) | Virality & Direct Word-of-Mouth |
| Bookmark Save | 90 / 100 (Extremely High) | Purchase Intent & Evergreen Utility |
| Meaningful Comment | 75 / 100 (High) | Active Community Debate |
| Superficial Like | 25 / 100 (Baseline) | Passive Scroller Acknowledgment |
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Your next questions
More detail to help you decide what to do next.
Separate measurement, advice and commercial services.
Meta describes likes, comments, saves, and other actions as signals whose likelihood Instagram predicts for Feed ranking; Meta does not publish one fixed universal weighting.
Compare one clearly labelled formula over a defined period, and separate content formats and organic from paid distribution.
BoostMaus offers visible likes, views, comments, saves, and reposts for supported public content.
Additional interactions do not guarantee Explore placement, virality, recommendation eligibility, sales, or organic growth, and they do not replace organic Insights.