o3 Pro pricing and routing profile
o3 Pro from OpenAI lists at $20.00 per million input tokens and $80.00 per million output tokens, with a 200,000-token context window. Prices from OpenRouter's catalogue on 2026-09-28.
Tool callingStructured outputReasoning control
Cost per 1,000 requests
| Request shape | List cost |
|---|---|
| Classification or routing (600 tokens in, 10 out) | $12.80 |
| Chat reply (2,000 in, 400 out) | $72.00 |
| Retrieval-augmented answer (8,000 in, 500 out) | $200 |
Before prompt caching. Try your own shape in the cost calculator.
Can Gimbix route to it first?
Not as a first-answer model through OpenRouter: no host returns token log probabilities for o3 Pro. It can still be the model Gimbix falls back to when a cheaper model is unsure.
Cheaper models that can answer first
Models priced below o3 Pro that expose a confidence signal. Whether they answer your traffic as well is what a Gimbix pilot measures.
| Model | Input / output per 1M | Cheaper on a chat reply |
|---|---|---|
| GPT-4 Turbo | $10.00 / $30.00 | 56% |
| GPT-5 Image | $10.00 / $10.00 | 67% |
| GPT-5.4 Image 2 | $8.00 / $15.00 | 69% |
| GPT-4o (2024-05-13) | $5.00 / $15.00 | 78% |
| Qwen3.8 Max Prime | $4.00 / $12.00 | 82% |
| Ember-1 | $3.00 / $15.00 | 83% |
Questions
How much does o3 Pro cost?
o3 Pro lists at $20.00 per million input tokens and $80.00 per million output tokens on OpenRouter as of 2026-09-28. A typical chat reply of 2,000 input and 400 output tokens costs about $72.00 per 1,000 requests.
What is the context window of o3 Pro?
200,000 tokens.
Can a cheaper model replace o3 Pro?
Sometimes. Gimbix proves it on your own traffic before routing: the cheaper model must match o3 Pro on one half of your requests and make at most three answers worse on the other.