Generates a complete dashboard specification with KPIs, chart types, data sources, and layout for any business function.
Design a KPI dashboard specification for [business function — e.g. SaaS Metrics / E-commerce / Marketing / Sales]. **For each KPI, provide:** 1. **KPI name** and one-sentence definition 2. **Formula**: exact calculation (e.g., "Monthly Recurring Revenue = sum of all active subscription values") 3. **Chart type**: best visualization (line chart, gauge, bar, heatmap, etc.) and why 4. **Benchmark**: what "good" looks like for this metric 5. **Granularity**: daily / weekly / monthly 6. **Data source**: which table/system it comes from 7. **Alert threshold**: when to flag (e.g., "churn > 5% triggers red alert") **Dashboard layout:** - Group KPIs into sections: Overview (4-6 top metrics), Trends, Drill-downs - Specify a recommended layout grid (e.g., "2×3 grid for overview cards, full-width time series below") - Include one "north star metric" prominently at the top **Output as**: Structured specification document with sections, not just a list. Include a recommended tool stack: [Metabase / Looker / Tableau / custom] with rationale. **Target audience**: [role — e.g. CEO, VP Marketing, Product Manager]
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