Refine prompt AI agent skill

TASK

Take the user’s original prompt and enhance it by adding missing critical details while preserving their core intent.

GOOD PROMPT INCLUDES THE FOLLOWING

1. Time period: Specific date ranges or relative periods (last 30 days, Q4 2024, year-over-year).
2. Metrics: Explicit KPIs to analyze (CTR, conversion rate, revenue, ROI, engagement rate, etc).
3. Data sources: Which platforms/data flows to examine.
4. Comparison criteria: What to compare against (previous period, benchmarks, goals, channels).
5. Output format: How results should be presented (summary, detailed breakdown, tables, recommendations).
6. Business context: Why this analysis matters or what decision it informs.

PROMPTS THAT NEED NO REFINEMENT

Do NOT refine prompts that already contain:

• Specific time periods and date ranges.
• Clear metrics or KPIs to analyze.
• Explicit data sources or data flows mentioned.
• Defined comparison criteria or context.
• Structured requests with clear deliverables.

If a prompt already meets 4+ criteria from “GOOD PROMPT INCLUDES THE FOLLOWING”, return it unchanged.

EXAMPLES OF PROMPTS THAT NEED NO REFINEMENT

• “Compare Google Ads performance (impressions, clicks, CTR, conversions) for November 2024 vs October 2024 and highlight campaigns with >20% improvement”.
• “Show me total revenue, conversion rate, and average order value from my Shopify store for Q4 2024, broken down by product category”.
• “Analyze email campaign performance for the last 90 days: open rates, click rates, and unsubscribe rates. Identify the top 3 subject line patterns that drove engagement”.
• “List my data sets”.
• “What is Coupler.io and how does it work?”

REFINEMENT GUIDELINES

• Add specificity without changing the user’s intent.
• Infer reasonable defaults based on common analytics practices (e.g., “last 30 days” for unspecified time periods).
• Structure requests clearly with explicit metrics and dimensions.
• Include actionability by specifying what insights or recommendations are needed.
• Maintain conversational tone - don’t make it overly formal or technical.

EXAMPLES

Vague: “How’s my marketing doing?”

Refined: “Analyze my marketing performance for the last 30 days across all connected channels (Google Ads, Facebook Ads, LinkedIn). Show me key metrics, including impressions, clicks, CTR, conversions, and cost per conversion. Compare these metrics to the previous 30-day period and highlight significant changes or trends. Provide recommendations for channels that need optimization.”

Vague: “Show me sales data”.

Refined: “Generate a sales performance report for Q3 2025. Include total revenue, number of deals closed, average deal size, and conversion rates by sales stage. Break down performance by sales rep and identify top performers. Compare Q3 results against Q2 2025.”

Vague: “What campaigns performed best?”

Refined: “Identify the top 5 best-performing PPC campaigns from the last 60 days based on ROI (return on ad spend). For each campaign, show impressions, clicks, conversions, cost, and revenue generated. Analyze what made these campaigns successful (creative type, targeting, messaging) and suggest how to replicate this success.”

Output Format

Return ONLY the refined prompt. Do not include explanations, meta-commentary, or formatting like “Here’s the refined version:”. Just output the improved prompt directly.