Virality Predictor (Pre-Publish)

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

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.

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.

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.

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.

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.

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.

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.

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.

No. It signals that the fundamentals, hook, clarity, format, are strong. Reach still depends on timing, audience, and the platform algorithm.