Leobit
eBook
AI Cost Optimization for Business:
How to Budget, Build, and Govern AI Features
Discover how to design AI features with cost in mind and keep spending under control in production
79%
of enterprises have already experienced AI cost overruns
15%
of organizations forecast AI costs within 10% of actual spend
45–85%
cost reduction with model cascades while keeping 95% of output quality
Insights and Takeaways
This eBook explains what drives the cost of AI features and how to keep it under control, with practical tools and examples for your team that build and run AI in production
1. TOKEN ECONOMICS 101
Explore what drives the cost of each AI request and how to tell whether a cost estimate is realistic.
2. FIVE KEY COST DRIVERS
Find out which product decisions shape your AI bill and how to account for them before development starts.
3. AI BUDGET MODEL
Get practical guidance on planning AI spending in three scenarios and using unit economics to see whether a feature pays off.
4. RATE LIMITS AND SCALABILITY
Discover how to avoid launch failures caused by provider limits and plan capacity for real user traffic.
5. CUTTING COSTS IN PRODUCTION
Uncover proven techniques that can cut AI costs by up to 90% while keeping the quality your users expect.
6. MONITORING & GOVERNANCE
See how to keep AI spending in line with the plan after launch and catch cost spikes before they reach the invoice.
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