Transform your AI interactions from frustrating guesswork to precision execution with the Systematic Contextual Prompting Technique.
Vague prompts like "Give me a marketing plan" consistently produce generic, fluffy outputs that require multiple revision cycles, wasting valuable time and diluting your original intent.
The core problem? Hidden context - your goals, constraints, and style preferences - remains trapped in your head, unavailable to the AI.
Just 60 seconds of structured answers transforms your results, delivering 70-85% usable first drafts across all domains:
Systematic Contextual Prompting Technique = 7 core answers (context contract) + a simple FLOW loop (Fire → Log → Optimize → Write-back).
You are NOT "asking a bot" — you are packaging an execution brief with complete context.
Use this pocket reference to transform your prompts from vague requests to structured execution briefs.
我/我们是谁 + 当前 1–2 个焦点?
Who are we and what are our 1-2 current focus areas?
触发变化/机会/风险?
What triggering change, opportunity, or risk prompted this?
可衡量结果(数字+日期)?
What measurable outcome (numbers + date) are we targeting?
谁决定 / 执行 / 需咨询 / 需知会?
Who approves, executes, must be consulted, or informed?
用什么套路 + 模仿谁的风格?
What frameworks to use + whose style to emulate?
期望结构(≤6 部分)?
What structure do you expect (≤6 sections)?
约束 / 风险 / 评分维度?
What constraints, risks, and scoring dimensions matter?
Why each element matters and what happens when you skip it:
Identity: _______________________________
Change: _______________________________
Goal (SMART): _______________________________
Actors (Approve / Do / Consult / Inform): A=__ D=__ C=__ I=__
Methods & Exemplars: Framework(s)=____ ; Style=____
Output Blueprint (≤6): 1 __ 2 __ 3 __ 4 __ 5 __ 6 __
Safeguards & Evaluation:
Constraints: _______________________________
Rubric (3–5 dims + weights): _______________________________
Copy this template, paste your filled variables, and run:
You are an internal assistant. Be concise, structured, and aligned with {{Style}}.
IDENTITY: {{Identity}}
CHANGE: {{Change}}
GOAL: {{Goal}}
ACTORS: Approver {{A}} | Do {{D}} | Consult {{C}} | Inform {{I}}
METHOD: Apply {{Frameworks}}. Emulate {{Style}} tone.
OUTPUT SECTIONS (exactly): {{Sec1}} | {{Sec2}} | {{Sec3}} | {{Sec4}} | {{Sec5}} | {{Sec6}}
CONSTRAINTS: {{Constraints}}
RUBRIC (optimize for): {{Dim1}}({{W1}}), {{Dim2}}({{W2}}), {{Dim3}}({{W3}}){{OptionalDims}}
TASK: Produce Draft v1 now. No extra sections. Use headings.
First draft delivered all 6 structured sections; only the Test Plan needed expansion.
For iteration: "Improve ONLY Test Plan; add timeline & success thresholds; keep others identical."
Office worker focused on reducing body fat while maintaining strength; recent travel disrupted routine causing 1.5kg regain
Reduce body fat 18%→15% by Nov 30; A/D=self, C=coach friend, I=partner
Habit stacking + Progressive overload; tone: calm encouraging; Output: Weekly Schedule | Nutrition Principles | Progress Metrics | Habit Triggers | Risk Mitigation | Next Review
Time ≤45 min/day; No crash diets; Rubric: Sustainability(0.4) Clarity(0.3) Feasibility(0.3); Plan usable immediately with only minor iteration for metrics
Submit your assembled prompt with all context variables filled in
Score each rubric dimension 1-5 (takes just 10 seconds)
Ask for differential improvement on lowest dimension only
Store improved sections + clarified variables into your sheet
The FLOW loop limits scope creep, converts tacit knowledge into reusable context, and compounds quality with each iteration.
Use 7 questions once per major task; reach ≤2 iterations
Maintain a living sheet; reuse Identity & Actors; iterate only Change & Goal
Maintain library of Output Blueprints & Diff prompts; share team pocket card
Remember: Structured context first; drafting becomes acceleration, not guessing.
Use these ready-made templates to quickly improve specific aspects of your AI outputs.
"Improve ONLY {{Section}} for {{Dimension}}.
Keep wording of all other sections identical.""Add 2 data points & 1 example case inside {{Section}};
no new sections.""Rephrase {{Section}} to be more {{ToneWord}}
without adding length.""Condense {{Section}} to ≤120 words;
preserve all KPIs & deadlines.""List any assumptions you made that are not in my sheet;
ask 3 clarifying questions ranked by impact."
Systematic Contextual Prompting Technique (SCPT)