Clouded Judgement: The AI Innovator's Dilemma
The article analyzes how compute scarcity has become the primary organizational constraint for large AI companies, forcing difficult resource allocation decisions between protecting profitable existing products and pursuing emerging growth vectors. This mirrors the classic innovator's dilemma but with hardware constraints, creating structural advantages for focused startups that can operate efficiently across cloud providers without internal resource battles.
Metrics in this report
34months
median
Public SaaS companies
5.1multiple
median
Public SaaS companies overall
29.9multiple
median
Top 5 public SaaS companies by market cap
30.5multiple
median
High-growth SaaS companies (>25% NTM growth)
7.1multiple
median
Mid-growth SaaS companies (15-25% NTM growth)
4.0multiple
median
Low-growth SaaS companies (<15% NTM growth)
18percent
median
Public SaaS companies
16percent
median
Public SaaS companies
76percent
median
Public SaaS companies
14percent
median
Public SaaS companies
12percent
median
Public SaaS companies
108percent
median
Public SaaS companies
-4percent
median
Public SaaS companies
24percent
median
Public SaaS companies
38percent
median
Public SaaS companies