Why Enterprise AI Budgets Compound Faster Than SaaS
Unlike traditional static SaaS seats, enterprise AI expenditure compounds on two simultaneous vectors: internal workforce adoption (more seats) and workflow integration depth (more tokens consumed per active seat).
Market Scenario Presets:
- Conservative (+2% MoM Token Expansion): Standard assistant usage with minimal agentic tool calling.
- Moderate (+6% MoM Token Expansion): Integrated RAG knowledge bases and automated workflow steps.
- Aggressive (+12% MoM Token Expansion): Full multi-agent orchestration, automated code synthesis, and deep enterprise system integration.