How AI Pricing Works
Most AI pricing problems come from treating cost as a static price-tag rather than a system. The system includes model choice, prompt design, request count, output size, and user behavior.
Simple framework
| Layer | Question | Why it matters |
|---|---|---|
| Model | What capability level do you need? | A stronger model may cost more than the workflow really needs. |
| Prompt | How much text are you sending? | Repeated context quietly increases costs. |
| Output | How much text do you need back? | Overly long responses inflate spend. |
| Volume | How often is the task repeated? | Scale is what turns a small unit cost into a budget issue. |