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Reverse engineering fails when teams copy format shells without mechanism clarity. Break down viral formats into reusable structural mechanisms and adaptation rules. Use this to build repeatable format intelligence. Improves conversion clarity with explicit constraints, prioritized actions, and measurable execution checkpoints.
Use when your team needs reusable format intelligence instead of one-off copying. Best used when execution teams need decision-ready steps, qualification logic, and one-cycle implementation outcomes.
| Variable | Description |
|---|---|
{{format_sample_set}} | Viral format examples |
{{audience_behavior_data}} | Engagement behavior patterns |
{{offer_context}} | Offer this supports |
{{publishing_constraints}} | Operational limits |
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Section 1 — Diagnosis: Viral Format Breakdown Framework identifies the primary conversion or execution gap with one explicit cause. Section 2 — Priority Actions: immediate fix (24h), optimization step (7d), and scale action (30d) with impact tags. Section 3 — KPI Checkpoint: baseline, target threshold, and one iteration rule for the next cycle. Section 4 — Implementation Cue: Use when your team needs reusable format intelligence instead of one-off copying. Best used when execution teams need decision-ready steps, qualification logic, and one-cycle implementation outcomes. with one fallback action if expected movement does not occur.
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Section 1 — Diagnosis: Viral Format Breakdown Framework identifies the primary conversion or execution gap with one explicit cause. Section 2 — Priority Actions: immediate fix (24h), optimization step (7d), and scale action (30d) with impact tags. Section 3 — KPI Checkpoint: baseline, target threshold, and one iteration rule for the next cycle. Section 4 — I