Engagement Bait Detector

Analyze your social media posts to see if they might be flagged as engagement bait

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Classic Like Bait
Engagement Bait
Explicitly asks for likes and comments

Like if you agree that pineapple belongs on pizza! 🍕❤️ Comment if you disagree! Let's settle this once and for all!

Tag Baiting
Engagement Bait
Asks users to tag others and share

Tag someone who needs to see this motivational quote! 💪✨ Share with 3 friends who need inspiration today!

Vote Baiting
Engagement Bait
Creates artificial polls for engagement

Team iPhone or Team Android? 📱 React with 👍 for iPhone, 👎 for Android! Let's see which team wins!

Authentic Food Post
Authentic
Shares genuine experience and tips

Just tried this amazing new recipe for homemade pasta! The secret is using semolina flour and letting the dough rest for at least 30 minutes. The texture came out perfectly al dente. 🍝

Thoughtful Opinion
Authentic
Asks genuine question for discussion

I've been thinking about how remote work has changed our relationship with productivity. It's interesting how some people thrive with flexibility while others need more structure. What's your experience been?

Challenge Bait
Engagement Bait
Uses challenge tactics to drive comments

I bet you can't name 5 movies from the 90s without looking them up! 🎬 Prove me wrong in the comments below! This is harder than you think!

Emotional Manipulation
Engagement Bait
Uses emotional manipulation and urgency

Don't scroll past this without reading! 😢 This story will change your perspective on life forever. Share if you care about making a difference!

Borderline Case
Borderline
Genuine question but could be seen as engagement-seeking

What's everyone's favorite productivity app these days? I'm looking for something to help organize my daily tasks better. Any recommendations would be appreciated! 📱

Educational Content
Authentic
Shares interesting facts without asking for engagement

Did you know that octopuses have three hearts and blue blood? Two hearts pump blood to the gills, while the third pumps blood to the rest of the body. The blue color comes from copper-based hemocyanin instead of iron-based hemoglobin. 🐙

Extreme Engagement Bait
Engagement Bait
Multiple engagement tactics with superstition

LIKE if you love your mom! ❤️ COMMENT your age! SHARE if you want good luck! TAG 10 friends! Don't ignore this post or you'll have bad luck for 7 years! 🍀✨

What is Engagement Bait?
Content designed primarily to generate engagement

Engagement bait is content that explicitly asks or manipulates users into interacting with posts through likes, shares, comments, tags, or other actions.

Common types include:

  • React baiting: "Like if you agree!"
  • Comment baiting: "Comment your age!"
  • Share baiting: "Share with 10 friends to win!"
  • Tag baiting: "Tag someone who needs to see this!"
  • Vote baiting: "Choose between A or B!"

Why it matters:

Many social platforms like Facebook and Instagram downrank engagement bait posts, as they create a poor user experience and contribute to feed clutter.

Our detector uses OpenAI's GPT-4 Nano model to provide intelligent analysis of your posts.

Examples
Compare engagement bait vs. authentic posts

Engagement Bait Examples:

  • "Tag a friend who needs to see this! 👇"
  • "Like if you agree, comment if you don't! ❤️💬"
  • "Share this with 5 friends for good luck! 🍀"

Better Alternatives:

  • "I found this article really insightful about climate change. What do you think about the author's perspective?"
  • "Just finished this amazing book! The character development was incredible."
  • "Here's my take on the new policy changes. I'd love to hear different perspectives on this."