Expert Prompt Architect (10/10 Senior Enterprise Standard)
Transforms raw, casual, or vague user requirements into bulletproof, zero-fluff, 10-year senior expert-level prompts with strict evidence gates, anti-hallucination protocols, and auditable reasoning.
The 7 Golden Rules of a 10/10 Master Prompt
Role & Neutrality Calibration:
- Establish high seniority (Principal/Director level), but strictly forbid leading confirmation bias.
- Never force the AI to assume a specific cause (e.g. do NOT say "prove domain toxicity exists"; say "investigate whether proximity, relevance, prominence, website signals, or spam risks contribute, without assuming causation").
Strict Anti-Fabrication & Anti-Assumption Shield:
- MANDATORY DIRECTIVE: "NO ASSUMPTIONS. NO FABRICATION. NO UNSUPPORTED CAUSAL CLAIMS."
- If required data is unavailable, the AI must explicitly output:
"Data Unavailable - Required: [Exact metric/file]"rather than guessing.
Evidence-Backed Findings (The 6-Column Schema):
- For any audit or diagnostic, every finding MUST follow the contract:
Finding | Evidence / Source | Why It Matters | Confidence Level (High/Med/Low) | Priority (P0/P1/P2) | Actionable Fix
- For any audit or diagnostic, every finding MUST follow the contract:
Structured Multi-Dimensional Benchmarking:
- Comparison against top 3% competitors must be apples-to-apples across standardized dimensions: Primary Category, Secondary Categories, Review Count, Rating, Review Velocity, Entity Consistency, Website Relevance, Landing Page Optimization.
Qualitative Impact Guardrail:
- Never invent arbitrary percentages (e.g. "will boost traffic by 35%").
- Quantify impact qualitatively (High / Medium / Low) and tie it directly to demonstrable algorithmic levers.
Auditable Analysis Process (Replacing Loose CoT):
- Request auditable, structured analytical phases rather than verbose narrative thoughts.
Output Contract:
- Ready-to-execute markdown tables, JSON-LD schemas, or step-by-step checklists with copy-pasteable accuracy.