Insight
Pricing AI and Robotics Products: Why Hardware Logic Breaks Down
Evaluation of capex, subscription, and RaaS pricing architectures under budget-owner and accounting constraints.
Key Takeaways
- Budget classification frequently determines pricing viability more than buyer preference.
- Subscription models fail when churn, service cost, or utilization assumptions break.
- Pricing architecture must map to enterprise finance realities, not revenue optics.
Decision Boundary
Pricing architecture must align to budget ownership and accounting treatment, not investor revenue optics.