cloudedjudgement.substack.com · 2026-03-06 · 90d

Get in the Token Path: Infrastructure Monetization in the AI Era

The article analyzes how the biggest infrastructure winners of the cloud era succeeded by monetizing the core consumption primitive (compute), and argues that AI infrastructure companies should follow the same pattern by positioning themselves in the token path. It provides SaaS valuation benchmarks and operating metrics for cloud software companies, while cautioning that being in the token path is necessary but insufficient without differentiation and switching costs.

15 metrics· Cited 0× in the knowledge base ·Open source ↗

Metrics in this report

10-Year Revenue Multiple Growth

4.1percent

average

SaaS valuation multiple expansion

CAC Payback Period

34months

median

Cloud SaaS companies

EV/NTM Revenue Multiple

3.5x

median

Cloud SaaS companies overall

EV/NTM Revenue Multiple

17.7x

median

Top 5 SaaS companies by valuation

EV/NTM Revenue Multiple

10.4x

median

High-growth SaaS (>22% NTM growth)

EV/NTM Revenue Multiple

6.5x

median

Mid-growth SaaS (15-22% NTM growth)

EV/NTM Revenue Multiple

2.7x

median

Low-growth SaaS (<15% NTM growth)

FCF Margin

20percent

median

Cloud SaaS companies

G&A Spend

15percent of revenue

median

Cloud SaaS companies

Gross Margin

75percent

median

Cloud SaaS companies at scale

NTM Growth Rate

13percent

median

Cloud SaaS companies

Net Dollar Retention (NDR)

109percent

median

Cloud SaaS companies

Operating Margin

-1percent

median

Cloud SaaS companies

R&D Spend

23percent of revenue

median

Cloud SaaS companies

Sales & Marketing Spend

35percent of revenue

median

Cloud SaaS companies