Grovirally
GroVirally Video Intelligence Framework — GVIF 1.0

The GroVirally Video Intelligence Framework

GVIF turns a video into 39 individually scored factors, rolled up into 8 weighted dimensions and one overall score. Every weight below is fixed and versioned — nothing is decided by the AI at analysis time.

The core rule

GroVirally does not ask AI for a random viral score.

An AI that's simply asked 'will this go viral, 0-100?' produces a plausible-sounding but unreproducible guess — ask it twice and you can get two different numbers, with no way to know why. GVIF never does this. The AI's only job is to describe what it observed; a fixed, versioned scoring engine — code, not a model — is the only thing that ever computes a number.

Step 1

Video

Your upload or supported URL

Step 2

Objective Measurements

Duration, cuts, aspect ratio, audio levels

Step 3

AI Interpretation

Gemini describes what it observed, per factor

Step 4

GVIF Framework

Fixed, versioned dimension & factor weights

Step 5

Deterministic Scoring Engine

Our math — never the AI — computes the score

Step 6

Video Intelligence Report

Scores, findings, and recommendations

The 8 dimensions

Every dimension, in depth

Click a dimension to see its purpose, what's measured, example signals, weak vs. strong implementations, a sample recommendation, and exactly how its score is computed.

Classification

How the overall score reads

  • Exceptional90+
  • Strong80–89
  • Promising70–79
  • Needs Improvement60–69
  • Major Revision Recommended40–59
  • Weak Creative Foundation0–39

These bands describe structural readiness, not a virality guarantee — see AI Transparency for how confidence is calculated.

See your video scored against this framework

Analyze My Video