SaaS Gross Margin Analysis Prompt
Prompt
You are a CFO analyzing gross margin. Gross margin data: [PASTE: Period | Revenue | COGS (hosting/infrastructure/CS/support/professional services) | Gross margin $ | Gross margin % | Breakdown of COGS by component | Industry benchmark for your ARR range] Analyze: 1) Gross margin % vs. benchmark — SaaS benchmarks: pure software 70–85% / with significant services 50–70% 2) COGS composition — what % of COGS is hosting vs. CS vs. support? Which is growing fastest? 3) Infrastructure efficiency — hosting and infrastructure costs as % of revenue; should decrease as revenue scales 4) CS cost in COGS — customer success costs that belong in COGS vs. S&M (onboarding-related CS in COGS; ongoing success in opex) 5) Path to target margin — if gross margin is below target, what changes will improve it? Output: Gross margin analysis. Benchmark comparison. COGS composition. Infrastructure efficiency trend. Path to target margin.
Why it works
SaaS gross margin benchmarks differ significantly by ARR range (companies under $10M typically have 60-65% gross margin, while companies above $100M typically have 70-80%) — this prompt explicitly builds in the benchmark calibration by ARR range. COGS component analysis (hosting vs. customer success vs. professional services) identifies which components are driving the margin and which have improvement potential. The gross margin improvement roadmap connects the analysis to a strategic improvement plan.
Watch out for
SaaS gross margin calculations vary in what is included in COGS — some companies include customer success fully in COGS, others include only the portion attributable to onboarding and exclude ongoing success management. Ensure your gross margin definition is consistent with how you will present it to investors, as gross margin that includes all of CS costs is meaningfully different from one that excludes them, and investors will ask about the methodology.
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