Dissecting The Algorithm P3 – Without the Boring Math

How to Hack Visibility, Get Prioritized, and Finally Understand WTF “Meaningful Interactions” Actually Mean

You don’t need to be a data nerd to crack the code; you need to stop treating views like victory.
Meta isn’t showing your post to more people because it looked good—it’s showing it because it started a conversation that made people stay.

This post breaks down exactly how the Meta algorithm decides what content to push, when to push it, and what makes your content stick, even days later.

From the early push window to the sacred hierarchy of engagement, we’re slicing open the black box and showing you how to make your posts hit the “Most Relevant” tab without selling your soul (or spamming “thoughts?”).

🧠 The Truth About the Algorithm: Not Rigged, But Definitely Rigged

If you’ve ever screamed into the void because a reel you loved flopped while a blurry meme blew up—this is for you.

Meta doesn’t hate you. It’s just running on priorities, patterns, and predictive behavior. And if you don’t understand what those are, you’ll always feel like you’re posting in the dark.

Let’s turn on the damn light.

🎯 The Engagement Hierarchy: Save > Share > Comment > React > View

Most creators obsess over views like they matter most.

But here’s the truth:

Views are a passive metric.
They’re how many people saw it, not how many people cared.

Meta’s system isn’t built to reward what’s seen. It’s built to reward what makes people pause. What makes them act? What creates ripples?

Here’s how each action is weighted:

EngagementImpact
Save🔥🔥🔥🔥🔥
Share🔥🔥🔥🔥
Comment🔥🔥🔥
React🔥🔥
View🔥

Why Saving Matters Most

When someone hits “save,” Meta assumes:

  • This content is evergreen
  • This person may revisit it
  • It’s a sign of long-term value

Saves = future interest. And that’s the strongest signal to the algorithm that your content has depth.


🧩 “Meaningful Interactions”. What They Really Mean

Meta doesn’t just want you to go viral. It wants people to talk.

Here’s what qualifies as a “meaningful interaction”:

✅ A comment thread with replies (especially between multiple people)
✅ A share that gets reacted to or commented on
✅ A save followed by another save or action
✅ Someone is following your profile after engaging with a post
✅ Tagging someone (especially if that person engages)

Translation?

They’re watching what happens after someone taps.
If your post leads to a ripple effect, Meta thinks, “Ooh, people care—let’s show this to more folks.”


⏰ The First 70 Minutes: The Early Push Window

Most creators don’t realize there’s a golden window after you hit post.

Meta gives your content a small organic test group in the first 70 minutes (not 90 like it used to be).

If that test group engages meaningfully?
Boom. It gets expanded.

If they scroll past it or drop a lazy like and keep moving?
RIP to your reach.

What to do in those 70 minutes:

  • Reply to every comment like your life depends on it
  • Pin your reply to spark more conversation
  • Share it to Stories and tag your friends
  • DM it to 3–5 people who’ll reply
  • Drop it in a group or on your page with a custom caption

It’s not cheating. It’s an algorithm for CPR.


🎯 What Makes a Post “Most Relevant”?

Ever wondered why some posts keep resurfacing even days or weeks later?

They got labeled “most relevant”—and that’s algorithm gold.

Here’s how to earn that badge:

  • Your post had above-average engagement from the initial test group
  • People stayed on it longer than average (hint: carousels + captions = gold)
  • Comment threads stayed alive for over 6 hours
  • Replies sparked emotions (Meta can track emojis, tone, and even certain words)
  • You created a feedback loop—people kept revisiting the post

You don’t need to go viral. You need to last.

Marilyn Arriaga

💥 The Strategic Layer: Make Your Posts Algorithm-Bait Without Feeling Fake

Here’s how to actually use all this info:

1. Start with a Hook That Interrupts the Scroll

Drop a mic. Pose a juicy question. Trigger an emotion.

“If your post wouldn’t make someone stop mid-scroll, it won’t survive the push window.”

2. Structure Your Post for Multiple Touchpoints

Think: Save-worthy headline + comment bait + emotional CTA

3. Add a CTA That Sparks Movement

Don’t say “thoughts?”
Try:

  • “Invite the friend who needs this.”
  • “Keep this before it disappears.”
  • “Have you seen this too? Let’s compare notes.”

🧠 Swipe File: Plug-and-Play Closers That Boost Engagement

Use these after your next post and watch the shift:

• “This made me rethink everything—what about you?”
• “Send this to someone who’s living this reality.”
• “Save this for the next time you feel stuck.”
• “Which part hit hardest? I’m reading every reply.”
• “Comment a 🔥 if you’ve been there.”
• “Be honest… did this just call you out?”
• “Reply with a 🧠 if this sparked something.”


✅ Recap Checklist: Algorithm-Approved Post Formula

🟩 Hook that punches (emotion, curiosity, controversy)
🟩 Save-worthy insight or value
🟩 Comment or reply prompt baked in
🟩 CTA that guides them beyond the like
🟩 Shares or tags encouraged
🟩 Active replies and pinned comments in the first hour
🟩 Carousel or longer format to increase scroll time
🟩 Story + DM + group boost within 70 minutes


💬 Pep Talk

If your posts aren’t getting love, you’re not broken.
You’re just missing the signals Meta cares about.

You don’t need to change your voice; you need to change your structure.

Put this formula into action for your next post. Then tweak. Test. Watch the ripple build.

Because the algorithm doesn’t care if you’re perfect.
It just needs proof people give a damn.

🧪 Your Turn:

Drop your favorite closer from this post in the comments.
Or remix one into your own. Let’s make the algorithm your hype crew, not your gatekeeper.

Do you have anything else to add?


This is part of a series. Please check the whole series out:

Viral On Purpose Part 1

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