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Pattern selection improves when teams compare viral structures by niche fit and conversion utility. Build a comparison matrix to choose what to test and what to ignore. Use this before planning next-month experiments.
Use when too many viral pattern options are competing for limited execution resources. Best used when execution teams need decision-ready steps, qualification logic, and one-cycle implementation outcomes.
| Variable | Description |
|---|---|
{{pattern_candidates}} | Pattern options under consideration |
{{niche_constraints}} | Niche limits and audience expectations |
{{production_resources}} | Available execution bandwidth |
{{conversion_goal_stack}} | Primary and secondary outcomes |
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Section 1 — Diagnosis: Niche Viral Comparison Matrix Strategy 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 too many viral pattern options are competing for limited execution resources. 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: Niche Viral Comparison Matrix Strategy 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