Virality Predictor (Pre-Publish)

Predict your post's engagement score, analyze hook strength, and get actionable improvement tips before you hit publish.

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Technical Audit

This utility is a high-performance node optimized for modern browser environments. All data processing is executed client-side, ensuring zero knowledge transfer to external servers.

Engagement score prediction (0-100)
Hook strength analysis
Actionable improvement tips
Predicted optimal format

System FAQ

How accurate is the engagement score?

The score is based on patterns found in highly viral content, evaluating hook strength, clarity, and format. It serves as a strong directional indicator.

How do I know if my post will go viral before publishing?

Paste your draft into the Virality Predictor. The AI scores it 0–100 based on hook strength, emotional triggers, clarity, and format patterns found in top-performing posts. A score above 70 indicates strong viral potential.

What makes a social media post go viral?

Viral posts share common traits: a strong opening hook in the first line, emotional resonance (curiosity, surprise, or value), concise formatting, and a clear call-to-action. This tool evaluates all of these dimensions and tells you where to improve.

Can I use this for Instagram, LinkedIn, and Twitter posts?

Yes. The predictor is platform-agnostic — paste any post copy regardless of the platform. It analyzes the text structure and hook quality, which are consistent viral signals across Instagram, X (Twitter), LinkedIn, and TikTok captions.

What is a hook and why does it matter for virality?

A hook is the first 1–2 sentences of your post. It determines whether someone stops scrolling or keeps going. Posts with weak hooks lose 90% of potential readers before the second line. The predictor scores your hook and suggests a stronger alternative.