ViralOrJustMe

Hook Score Methodology

How ViralOrJustMe scores a hook and why the result is a language diagnostic—not a prediction of views.

The six scoring signals

The checker evaluates clarity, specificity, tension, curiosity, emotional stakes, and platform fit. These signals are weighted into a 0–100 Hook Score.

What the score means

What the score does not mean

It does not estimate future views, guarantee virality, or know how a platform will distribute the content. Topic demand, creative execution, audience fit, timing, competition, account history, and retention still matter.

AI and fallback analysis

When OpenAI is configured, the tool uses a strict structured-output rubric. If the API is unavailable, a local heuristic provides an explicitly labeled diagnostic so the site does not fabricate an AI result.

The number is a lens. The rewrite is the product.