Benchmarks by Metric

Gross Margin Benchmarks by Business Model

Gross margin is the quiet constraint behind every other benchmark: it determines what CAC you can afford, what ROAS breaks even, and how much of each new dollar of revenue is available to fund growth. A 3x ROAS is comfortable at 70% margins and barely break-even at 30%. The bands below are the ones Revenue Map's models apply when they translate revenue projections into spendable gross profit.

Software sets the ceiling: SaaS businesses run 70% to 80% gross margin in the average band and above 80% in the good one. Digital-goods e-commerce follows at 50% to 70%, physical-goods e-commerce at 30% to 50%, and marketplaces, which recognize only their take rate as revenue, at 40% to 60%. AI products are the notable modern exception to software margins: compute costs push typical LLM API products down to 40% to 60%, with a healthy overall target of 50% to 70% after compute.

When benchmarking, keep the definition strict. Gross margin includes cost of goods, hosting or compute, payment processing, fulfillment and returns for physical products, but excludes sales, marketing and G&A. Blending operating costs into margin makes a business look worse than its peers; leaving out fulfillment makes it look deceptively better.

Benchmark Table

Gross margin benchmarks by business model

MetricPoorAverageGoodSource
SaaSUnder 70%70% to 80%Above 80%Revenue Map benchmark tables
E-commerce (digital goods)Under 50%50% to 70%Above 70%Revenue Map benchmark tables
E-commerce (physical goods)Under 30%30% to 50%Above 50%Revenue Map benchmark tables
Marketplace (on net revenue)Under 40%40% to 60%Above 60%Revenue Map benchmark tables
AI products (after compute, target)Under 40%50% to 70%Above 70%Revenue Map model templates
LLM API productsUnder 40%40% to 60%Above 60%Revenue Map model templates
Food delivery (contribution per order)Under 18%18% to 25%Above 25%Revenue Map model templates

Sources: Revenue Map benchmark tables (the thresholds behind our free calculators), Revenue Map model presets (default assumptions in our industry templates), and Revenue Map model templates (vertical research in each financial model). Ranges are screening bands, not guarantees.

Frequently Asked Questions

What is a good gross margin for a startup?
It depends on model: above 80% for SaaS, above 70% for digital goods, above 50% for physical e-commerce, and 50% to 70% after compute for AI products. Comparing across models is misleading; compare within your own row.
What costs belong in gross margin?
Cost of goods sold, hosting or compute, payment processing, and for physical products fulfillment and returns. Sales, marketing, and general overhead are excluded, those come out of gross profit, which is exactly why margin sets your affordable CAC.
How does gross margin interact with ROAS?
Break-even ROAS is roughly 1 divided by gross margin. At 70% margins a 1.4x ROAS breaks even; at 30% margins you need 3.3x. This is why a single ROAS target across businesses with different margin structures is a mistake.
Why are AI product margins lower than SaaS margins?
Every AI request consumes real GPU compute, so cost scales with usage instead of staying near zero per marginal user. Batching, caching and model efficiency are the levers that push AI margins from the 40% floor toward the 70% band.

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