LLM Economics

AI SaaS CAC & Payback Calculator

Calculate CAC payback after monthly LLM inference and RAG costs reduce customer contribution margin.

Inputs

Blended CAC
$400.00

Decision Summary

Best move
Scale spend
Expected savings
Already optimal
Watch out
Validate quality, latency, and reliability on your own workload before changing production traffic.
Next step
Review the comparison table and pricing sources before making the decision.
Scale spend
CAC payback of 6.6 months is within the 12-month target — acquisition is efficient.
CAC payback
6.6 mo
Marketing-only CAC
$266.67
Gross margin / cust
$60.50/month
AI COGS / customer
$7.50/month
Health
healthy

Cost breakdown

ItemMonthlyYearly
Marketing spend$40,000.00$480,000.00
Sales spend$20,000.00$240,000.00
LLM inference COGS / customer$6.00$72.00
RAG / vector COGS / customer$1.50$18.00

Comparison

OptionMonthlyYearly
Blended CAC6.6 mo paybackcurrent$400.00$400.00
Marketing-only CACcheapest$266.67$266.67

Pricing sources

Last verified 2026-06-30 · ChartMogul SaaS Benchmarks chartmogul.com/reports/saas-benchmarks/ · Bessemer Cloud Index www.bvp.com/atlas/state-of-the-cloud · David Skok LTV:CAC standard www.forentrepreneurs.com/saas-metrics/

Industry Benchmark

Payback vs. 12-month planning referenceIndustry avg: 12 months
You are at the 72th percentile

Pricing sources

Last verified 2026-06-30 · ChartMogul SaaS Benchmarks chartmogul.com/reports/saas-benchmarks/ · Bessemer Cloud Index www.bvp.com/atlas/state-of-the-cloud · David Skok LTV:CAC standard www.forentrepreneurs.com/saas-metrics/

Trends & comparison

Trend

Comparison (monthly vs. yearly)

How to use this calculator

Enter acquisition spend, customers, ARPU, base margin, and measured per-customer LLM and RAG costs. The result uses contribution after AI COGS for payback.

Why payback period matters

Shorter payback means faster cash recovery and lower funding needs. The benchmark bar compares yours to the target window.

Sources

CAC and payback period benchmarks are sourced from public SaaS industry reports including OpenView's SaaS Benchmarks and ChartMogul data, versioned in the platform configuration.

Frequently asked questions

How is CAC calculated?

Blended CAC = (marketing + sales spend) ÷ new customers acquired in the period.

What is AI SaaS CAC payback?

Payback months = CAC ÷ (ARPU × base gross margin minus monthly LLM and RAG COGS). The 12-month value shown is a planning reference, not a universal benchmark.

How do I improve CAC?

Raise conversion, shift to cheaper channels, or increase ARPU/margin. The calculator shows the CAC that hits the target payback.

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AI SaaS CAC Payback Calculator - Include LLM COGS