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.
Metrics in this report
4.1percent
average
SaaS valuation multiple expansion
34months
median
Cloud SaaS companies
3.5x
median
Cloud SaaS companies overall
17.7x
median
Top 5 SaaS companies by valuation
10.4x
median
High-growth SaaS (>22% NTM growth)
6.5x
median
Mid-growth SaaS (15-22% NTM growth)
2.7x
median
Low-growth SaaS (<15% NTM growth)
20percent
median
Cloud SaaS companies
15percent of revenue
median
Cloud SaaS companies
75percent
median
Cloud SaaS companies at scale
13percent
median
Cloud SaaS companies
109percent
median
Cloud SaaS companies
-1percent
median
Cloud SaaS companies
23percent of revenue
median
Cloud SaaS companies
35percent of revenue
median
Cloud SaaS companies