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APEX Prompt Sequence Guide
Advanced Prompt Engineering for Strategic AI Outputs
Each step compounds the value of the prior one, guiding AI from raw generation to strategic, audience‑ready deliverables. Optional steps add rigor for complex, high‑impact work.
🧭 APEX Optional Steps Decision Tree
🔽 Start Here: What type of output are you creating?
- Internal Workstream or Draft → Go to Path A
- Client‑Facing / Stakeholder‑Facing Deliverable → Go to Path B
- Public / High‑Stakes Output (product release, investor deck, press, etc.) → Go to Path C
🛤️ Path A: Internal or Exploratory Use
Brainstorming, ideation, internal notes
- Use Step 0 if unclear on objectives
- Skip Steps 4 & 5 unless reusing externally
🛤️ Path B: Client/Stakeholder Deliverables
Shared with leadership, clients, or teams
- Use Step 0 to align on purpose
- Use Step 4 for decision‑influencing content
- Optional: Step 5 for complex topics
🛤️ Path C: External or High‑Stakes Outputs
Public release or high‑visibility scenarios
- Always use Step 0
- Use Step 4 to test impact
- Use Step 5 for accuracy & bias check
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