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Product

ViralIQ

A deterministic read on concept strength. Evaluates Intent-Hook Match, Niche Appeal Fit, and Execution Clarity to return a definitive verdict: Breakout, Competitive, or Contained.

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A predictive read before you commit.

Use ViralIQ when you want the straight verdict: a fast score, a reason behind it, and a clearer sense of whether the draft should post, scale, or stay in the edit.

SeenAI ViralIQ
UploadScoreVerdict
Breakout potential
ContainedCompetitiveBreakout

Strong concept, softer opening.

Get a clearer answer on whether this draft deserves the post, what is holding it back, and where one more pass would matter most.

The idea is strong, but the first decisive visual arrives too late to fully earn the stop.

What the score is really telling you.

The verdict before the spend

ViralIQ analyzes your video using a specialized zero-temperature AI model. It removes the guesswork and tells you exactly whether the draft is ready to back with distribution, or if it needs another pass.

Deterministic verdict: Breakout, Competitive, or Contained.

Scores for Intent-Hook Match, Niche Appeal, and Clarity.

Actionable positive and warning signals.

Verdict Mode

Stop guessing. Get the verdict.

ViralIQ cuts through opinions to give you a clear read: Breakout Potential, Competitive Potential, or Contained Potential.

Vector Analysis

See exactly why the score moved.

Understand the 'why' with specific status scores (Weak, Solid, Strong) across Intent-Hook Match, Niche Appeal Fit, and Execution Clarity.

Workflow

How to use the score.

Use the score to decide whether to ship it, sharpen it, or leave it in the edit before you waste another round.

01

Upload the final cut

Start with the version you are preparing to ship.

02

Make the call

Use the definitive verdict to back it with spend, or use the warning signals to send it back to the editor.

What moves the score.

Hook strength, clarity, and payoff usually decide whether a draft feels ready or risky.

Hook

Intent-Hook Match

Evaluates if the opening lands immediately and aligns with what the target audience expects to reward.

Niche

Niche Appeal Fit

Measures whether the aesthetic, comedic, or value cues land clearly for the specific format.