GPT-5.4 Nano API
- Input
- $0.2per 1M tokens
- Output
- $1.25per 1M tokens
- Cached input
- $0.02per 1M tokens
- Context
- 400K
GPT-5.4 Nano for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses.
Explore GPT-5.4 Nano for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses through the unified API. Supported interfaces and current availability are shown below.
- OpenAI-style Chat Completions
- Anthropic-style Messages
- OpenAI-style Responses
Model details
- Context window
- 400K tokens
- Max output
- 128K tokens
- Input
- Text, images
- Output
- Text
- Capabilities
- Reasoning, Vision, Tool calling, Streaming, JSON output
- Interfaces
- OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses
GPT-5.4 Nano API pricing
Prices use the units shown below. No gateway fees. Usage, size and model options may affect the total.
| Metric | Price |
|---|---|
| / 1M input tokens | $0.2 |
| / 1M output tokens | $1.25 |
| / 1M cached input tokens | $0.02 |
| / web search | $0.01 |
What GPT-5.4 Nano costs for real work
Typical workloads at list price, worked out from the rates above. Nothing is added on top.
| Workload | Tokens | Cost |
|---|---|---|
| 1,000 chat replies | 1,500 tokens in, 400 out, each | $0.800 |
| Summarise a 100-page document | 60K tokens in, 2K out | $0.015 |
| 10M tokens of coding-agent work | 10M tokens: 85% cached input, 12% fresh input, 3% output | $0.785 |
| 1M output tokens | Generated text only | $1.25 |
GPT-5.4 Nano is pay-as-you-go only
GPT-5.4 Nano is not included in Token Plans. Call it from a pay-as-you-go balance at the list price above, with no gateway fee.
Why teams pick it
- GPT-5.4 Nano for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses.
Call GPT-5.4 Nano
GPT-5.4 Nano answers on any of the APIs below — pick the one your code already speaks and just swap in your Inferray key.
curl https://api.inferray.com/v1/chat/completions \
-H "Authorization: Bearer inferray_..." \
-H "Content-Type: application/json" \
-d '{
"model": "gpt-5.4-nano",
"messages": [
{
"role": "user",
"content": "Hello"
}
]
}'curl https://api.inferray.com/v1/messages \
-H "Authorization: Bearer inferray_..." \
-H "Content-Type: application/json" \
-d '{
"model": "gpt-5.4-nano",
"max_tokens": 1024,
"messages": [
{
"role": "user",
"content": "Hello"
}
]
}'curl https://api.inferray.com/v1/responses \
-H "Authorization: Bearer inferray_..." \
-H "Content-Type: application/json" \
-d '{
"model": "gpt-5.4-nano",
"input": "Hello"
}'Conversation compaction is also available at POST /v1/responses/compact.
Use GPT-5.4 Nano in your tools
Every coding agent below has a setup guide. Set the model to gpt-5.4-nano.
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Questions about this model
- How much does the GPT-5.4 Nano API cost?
- GPT-5.4 Nano costs $0.2 per 1M input tokens and $1.25 per 1M output tokens on Inferray, and cached input is $0.02 per 1M. That is the list price, with no gateway fee on top.
- Is there a free tier for GPT-5.4 Nano?
- No. You add credit and pay GPT-5.4 Nano's list rate for each request — seats, projects, and API keys are free, and pay-as-you-go credit never expires.
- Am I charged for failed requests?
- No. A request that fails without returning a result is not billed. If a response fails part-way, the tokens already processed before the failure are charged.
- Is GPT-5.4 Nano included in Token Plans?
- No. GPT-5.4 Nano is pay-as-you-go only; Token Plans cover the other text models in the catalog.
- Can I use GPT-5.4 Nano in Claude Code?
- Yes. Set ANTHROPIC_BASE_URL to https://api.inferray.com, ANTHROPIC_AUTH_TOKEN to your Inferray key, and ANTHROPIC_MODEL to gpt-5.4-nano. The same key works in Codex, opencode, Cline, and other agents.
- Does GPT-5.4 Nano support tool calling and vision?
- GPT-5.4 Nano supports tool calling, image input, reasoning, JSON output and streaming on Inferray.
- Is it the real GPT-5.4 Nano?
- Yes. A request for gpt-5.4-nano is answered by GPT-5.4 Nano from OpenAI, billed at its published list price. Inferray never substitutes a different or smaller model.
Prices from the catalog as of November 12, 2026.