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.
How do I check if my post is likely to go viral before posting?+
Paste your draft and the tool scores it on factors like hook strength, format and clarity, and suggests improvements, so you can refine it before publishing. The score is a deterministic estimate, not a guarantee.
What does the virality score measure?+
It evaluates elements that correlate with engagement, such as a strong opening hook, readability and structure, and returns a score with specific tips to raise it.
Is the prediction guaranteed to be accurate?+
No. Virality depends on timing, audience and luck; the tool gives a repeatable estimate and actionable feedback to improve your odds, not a promise of results.
Which platforms is the prediction tuned for?+
The hook and format analysis applies to short-form social posts broadly, X/Twitter, LinkedIn, and Instagram captions, since they all reward a strong first line.
Is a high score a guarantee of going viral?+
No. It signals that the fundamentals, hook, clarity, format, are strong. Reach still depends on timing, audience, and the platform algorithm.