Model comparison
Claude Opus 4.8 vs GPT-5.4 Pro
List rate, corouter rate, context, and which ID to send for claude-opus-4-8 versus gpt-5.4-pro. A sample of 1 million input tokens plus 200 thousand output tokens is about $2.00 on corouter (input $1.00, output $1.00). A sample of 1 million input tokens plus 200 thousand output tokens is about $13.20 on corouter (input $6.00, output $7.20).
| Claude Opus 4.8 | GPT-5.4 Pro | |
|---|---|---|
| ID | claude-opus-4-8 | gpt-5.4-pro |
| Vendor | Anthropic | OpenAI |
| List input | $5.00 | $30.00 |
| corouter input | $1.00 | $6.00 |
| List output | $25.00 | $180.00 |
| corouter output | $5.00 | $36.00 |
| Cache read | $0.100 | $0.600 |
| Context | 1M | 1.1M |
Price gap
On output, Claude Opus 4.8 is lower: $5.00 on corouter versus $36.00 for GPT-5.4 Pro, about 7.20×. Input is $1.00 versus $6.00.
Window and modalities
GPT-5.4 Pro lists a 1.1M window and Claude Opus 4.8 lists 1M. A larger window does not change the per-token rate. Prompts past the window need a split or a different ID. Claude Opus 4.8 is listed with these modalities: Chat, Vision, Reasoning. GPT-5.4 Pro is listed with these modalities: Chat, Reasoning, Vision.
When to send claude-opus-4-8
Claude Opus 4.8 matches the Opus 5 list rate and window, without the Opus 5.5 cache-read cut. Send claude-opus-4-8 to keep an Opus 4.8 client unchanged.
This ID uses the familiar messages JSON shape. The other side is gpt-5.4-pro from OpenAI. corouter is not affiliated with OpenAI or Anthropic.
When to send gpt-5.4-pro
GPT-5.4 Pro is the outlier on the rate card: its list output rate is far above GPT-5.4. Send gpt-5.4-pro only when you have already chosen that ID on purpose.
This ID uses the familiar chat-completions JSON shape. The other side is claude-opus-4-8 from Anthropic. corouter is not affiliated with OpenAI or Anthropic.
The same volume, two bills
A sample of 1 million input tokens plus 200 thousand output tokens is about $2.00 on corouter (input $1.00, output $1.00).
A sample of 1 million input tokens plus 200 thousand output tokens is about $13.20 on corouter (input $6.00, output $7.20).
Questions
- Which output rate is lower, Claude Opus 4.8 or GPT-5.4 Pro?
- On output, Claude Opus 4.8 is lower: $5.00 on corouter versus $36.00 for GPT-5.4 Pro, about 7.20×. Input is $1.00 versus $6.00.
- Is corouter affiliated with the model vendors?
- No. corouter is not affiliated with OpenAI or Anthropic. Vendor names identify the model and the published list rate.
- How do you start billing?
- Create a console account and spend prepaid credits. The minimum top-up is $5. The API base is https://api.corouter.co. Put the ID you chose in the model field.