Prompt Details
Model
Chat - (gpt-5)
Token size
306 ($0.00956 / call)
Example input
[Startup, SaaS, E-commerce, Agency, Small Business, Investor, etc.]: SaaS (subscription)
[Track profitability, monitor cash flow, optimize ROI, manage investors, budget planning]: Track profitability & reduce churn
[Weekly, Monthly, Quarterly, Yearly]: Monthly (with weekly pulse)
[Excel, Google Sheets, Notion, Power BI, Tableau, Looker Studio]: Google Sheets (data entry) â Looker Studio / Power BI (visuals)
[Revenue, Expenses, Profit, Growth, Churn, CAC, LTV, Burn Rate]: Revenue, Expenses, Profit, Growth, Churn, CAC, LTV, Burn Rate
Example output
1) Essential KPIs (definitions + quick formulas)
Growth & Revenue
MRR (Monthly Recurring Revenue): ÎŁ Active subscriptionsâ monthly fees.
New MRR / Expansion MRR / Contraction MRR / Churned MRR: MRR components by source.
Net New MRR: New + Expansion â Contraction â Churned.
ARR: MRR Ă 12.
ARPA/ARPU: MRR á Active customers.
Customer Dynamics
Gross Logo Churn %: Lost customers á Starting customers.
Gross MRR Churn %: Churned MRR á Starting MRR.
Net Revenue Retention (NRR): (Starting MRR â Churn + Expansion) á Starting MRR.
Customer Growth Rate: (End customers â Start customers) á Start customers.
Efficiency & Profitability
CAC (per cohort/channel): Total acquire spend á New customers acquired.
Payback Period (months): CAC á (ARPA à Gross Margin %).
LTV: ARPA à Gross Margin % á Monthly logo churn %.
LTV:CAC Ratio: LTV á CAC (target ⼠3:1).
Gross Margin %: (Revenue â COGS) á Revenue.
Operating Margin %: Operating income á Revenue.
Cash & Runway
Net Burn: Cash outflows â Cash inflows (operational).
Burn Multiple: Net Burn á Net New ARR/12 (excellent < 1, good 1â2).
Runway (months): Cash balance á Net Burn.
Billing & Collections
Deferred Revenue Balance
Cash Conversion (DSO): Days to collect invoices.
Targets to pre-load:
NRR ⼠110%, Gross Margin ⼠70%, Logo churn ⤠3%/mo (or ⤠30â35%/yr), LTV:CAC ⼠3, Payback ⤠12 months, Burn Multiple ⤠1.5.
---
2) Recommended Charts & Visualizations
MRR Waterfall (bar): Starting MRR â +New/+Expansion/âContraction/âChurn â Ending MRR.
NRR & GRR trend (line, 12â18 months): Shows retention health.
Logo & MRR Churn (dual-axis line/column): Monthly churn percent vs churned MRR.
Cohort Retention (heatmap): Customer or MRR retention by signup month.
CAC by channel (stacked bar): Paid search, social, partnerships, organic.
Payback Period distribution (bar): By channel or plan.
LTV:CAC (scatter): Each channel/buyer segment as a point (bubble = spend).
Burn & Runway (line + card): Net burn trend + runway KPI card.
Gross Margin bridge (waterfall): Revenue â COGS buckets â GM.
ARPA/ARPU trend (line): Mix/upsell effects.
Funnel (acquisition): Visits â Signups â Trials â Paid conversions.
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3) Suggested Dashboard Layout & Sections
Header (sticky KPI cards):
MRR | NRR | Logo Churn % | LTV:CAC | Gross Margin % | Net Burn | Runway (mo)
Tab 1 â Executive Overview
MRR & ARR big numbers, 12-mo trend line
MRR Waterfall (current month)
NRR vs Target (line with target band)
Burn Multiple + Runway
Red/Amber/Green (RAG) status tiles for Churn, LTV:CAC, Payback
Tab 2 â Revenue & Retention
ARPA trend
Logo & MRR churn (dual chart)
Cohort retention heatmap (logo & MRR)
Expansion vs Contraction bars
Tab 3 â Acquisition & Efficiency
CAC by channel (stacked bar)
Payback period by channel/plan
LTV:CAC scatter (channel/segment bubbles)
Trial â Paid conversion funnel
Tab 4 â Cost, Burn & Cash
Gross margin bridge
Opex breakdown (stacked bars: R&D, S&M, G&A, CS)
Net burn trend with 3-mo moving average
Runway projection (line, simple scenario slider)
Tab 5 â Billing & Collections
Deferred revenue trend
DSO & collections status bar
Overdue AR aging bars (0â30, 31â60, 61â90, 90+)
Tab 6 â Drilldowns
Customer list with MRR, tenure, plan, health score
Plan-level metrics (ARPA, churn, payback)
Region/segment breakdowns
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4) Pre-Made Reporting Template Structure (copy-ready)
A. Summary (1 page)
This month (vs last month): MRR, NRR, Churn %, ARPA, LTV:CAC, Gross Margin %, Net Burn, Runway.
Callouts: 2â3 bullets on what moved the needle (e.g., Enterprise upsell, higher downgrades).
RAG Status: Churn (Amber), LTV:CAC (Green), Payback (Green), Burn Multiple (Red).
B. Trends & Drivers (2â3 pages)
MRR Waterfall: Explain each component, highlight New vs Expansion mix.
Retention: Cohort heatmap insights (where retention drops), NRR trend vs target.
Acquisition: CAC by channel, Payback, conversion funnel (trialâpaid).
Unit Economics: LTV vs CAC by segment; ARPA movement.
C. Cash & Runway (1 page)
Burn Multiple & Net Burn trend: Variance vs plan.
Runway scenarios: Base, +10% churn, â15% CAC (show months remaining).
D. Insights & Recommendations (bullets)
What happened: Data-backed insight (e.g., âChurn spiked in legacy Basic planâ).
Why it happened: Likely causes (pricing mismatch, onboarding gaps).
What to do next: 3â5 prioritized actions with owners & due dates.
Example: âLaunch in-app cancellation survey & triggered save offer,â Owner: CS, Due: 15th.
âRefactor onboarding emails for Basic users; A/B test checklist,â Owner: Growth, Due: 22nd.
âPause paid social in Channel X; reallocate to Partner co-marketing,â Owner: Marketing, Due: 30th.
E. Appendix
Metric definitions & formulas
Data quality notes (missing events, backfills)
Plan/price catalog & changes log
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5) Pro Tips (Visualization & Decision-Making)
Lead with comparatives: Always show vs last month and vs target on KPI cards.
Waterfalls tell stories: Use them for MRR & margin bridgesâfastest way to explain movement.
Targets as bands: Draw light target bands on lines (e.g., NRR target 110â115%).
Segment early: Break every core chart by plan or channelâaverages hide problems.
Cohorts > snapshots: Cohort heatmaps reveal retention patterns youâll miss in simple churn lines.
Use consistent time bases: MRR on calendar month; cohort on signup month; CAC on acquisition month.
Keep RAG strict: Define thresholds upfront (e.g., Churn > 4% = Red); donât change monthly.
Action-first reporting: End every section with 1â2 actions; dashboards must drive decisions.
Limit pie charts: Prefer stacked bars for cost mixes and channel shares.
Explain anomalies: Add small annotation notes on spikes/dips (price change, campaign, outage).
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Bonus: Minimal Data Schema (for your Sheet)
Customers: id, signup_date, plan, segment, region
Subscriptions: customer_id, plan_id, mrr, status (active/canceled), start_date, end_date
Revenue Events: date, customer_id, type (new/expansion/contraction/churn), amount
Costs: date, category (COGS/R&D/S&M/G&A/CS), amount, channel (for S&M)
Acquisition: date, channel, spend, new_customers
Billing/AR: invoice_id, issued_date, due_date, paid_date, amount
If you want, I can drop a ready-to-use Google Sheets + Looker Studio template structure with sample formulas next.
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GPT-5
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