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Content CreationWorkflow ModuleStage 1

Advanced

Short Post Thread Experimentation OS System

This prompt is built for Stage 1: Diagnose Audience Signal and focuses on diagnostic-grade decisions instead of generic brainstorming. It is tuned for thread, conversion, content outcomes and returns structured outputs with explicit sequencing, constraints, and measurable checkpoints aligned to Use Short Post Thread Expansion Blueprint to drive execution.. Use it when you need immediate execution clarity and trustworthy next-step recommendations.

Use Case

Use when you are running content short to thread expansion workflow and need a high-confidence diagnostic output for stage 1: diagnose audience signal with practical detail across thread and conversion.

Input Variables

Variable	Description	Example
`{{expansion_backlog}}`	Short posts queued for expansion	25 source posts tagged by theme and intent stage
`{{team_capacity}}`	Execution bandwidth	one strategist and one writer, 4 threads weekly
`{{kpi_hierarchy}}`	Ordered KPI priorities	qualified replies, completion depth, paid click quality
`{{iteration_horizon}}`	Testing timeline	6 weeks

Example Output

Preview available before purchase

Stage 1: Diagnose Audience Signal Audit Snapshot

Primary bottleneck: weak qualification signal in first touchpoint. Gap Table
Signal clarity: 3/10 | Evidence depth: 4/10 | CTA fit: 5/10. Corrective Actions

Add qualification criteria in opener.
Replace generic claims with one proof block. KPI Thresholds

Target +20 percent qualified action rate in 14 days.

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Prompt Template

Prompt Preview

You are a diagnostic strategy operator for operators who need execution-grade outcomes without generic advice. Task: Run a triage workflow for Stage 1: Diagnose Audience Signal and produce a decision-ready deliverable that can be executed ...

Output Preview

Stage 1: Diagnose Audience Signal Audit Snapshot - Primary bottleneck: weak qualification signal in first touchpoint. Gap Table - Signal clarity: 3/10 | Evidence depth: 4/10 | CTA fit: 5/10. Corrective Actions 1) Add qualification criteria in opener. 2) Replace generic claims with one proof block. KPI Thresholds - Target +20 percent qualified action rate in ...

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Sample output

Stage 1: Diagnose Audience Signal Audit Snapshot

Primary bottleneck: weak qualification signal in first touchpoint. Gap Table
Signal clarity: 3/10 | Evidence depth: 4/10 | CTA fit: 5/10. Corrective Actions

Add qualification criteria in opener.
Replace generic claims with one proof block. KPI Thresholds

Target +20 percent qualified action rate in

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