Daily Viral Engagement Estimator & Post Formatter

Post Composition & Mechanics Live Parametric Model

Fine-tune the draft hook, author profile metrics, and category baseline.

Presets:

Post Hook & Content Text 50 chars

Category Vector

Media Format Type

Account Followers 2,500,000

Historical Baseline Reach 24,993

Base Engagement Rate (%) 1.25%

Estimated Performance & Projections CALIBRATED

Dynamic empirical model accounting for stop-rate, curiosity friction, and velocity.

Projected Impressions 48,500 +94.1% over historical baseline

Estimated Engagement 606 Likes, reposts & quote interactions

Hook Strength Score 8.4 / 10 High stop-rate curiosity trigger

Viral Probability 74% Chance of secondary feed breakout

Projected 12-Hour Impression Trajectory

Projected Baseline

Hook Strength Diagnosis & Optimization

✓ Strong cognitive contrast: Juxtaposition between personal reaction and numerical age triggers immediate scroll-stopping curiosity.
✓ Optimal length (50 characters): Post hook sits squarely in the 40–70 char high-virality sweet spot.
● Suggested Variant: “Marlon had to double-check when he found out this model is 33” (+6% potential engagement).

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Saved engagement projection arithmetic

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Exact saved default branch assigns projected impressions forty-eight thousand five hundred and baseline twenty-four thousand nine hundred ninety-three. Bars share zero at point zero one pixels per impression. Their difference is twenty-three thousand five hundred seven. These are programmed fixture projections rather than observed audience measurements. At one point two five percent, forty-eight thousand five hundred impressions times point zero one two five gives six hundred six point two five expected interactions. Default branch displays six hundred six. Bars compare arithmetic expectation and displayed integer at point five pixels per interaction. Predictions do not establish causal reach or engagement. Difference twenty-three thousand five hundred seven divided by baseline twenty-four thousand nine hundred ninety-three times one hundred gives about ninety-four point zero five percent lift. Source note shows ninety-four point zero. Bars compare arithmetic lift and separately assigned seventy-four-percent viral fixture at five pixels per percentage point. Viral probability is not derived from this lift or independently validated. Full raw native JSON and reset preserved.