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StepfunChatstep-3.7-flash

Step 3.7 Flash API

Input
$0.2per 1M tokens
Output
$1.15per 1M tokens
Cached input
$0.04per 1M tokens
Context
262K
No gateway feesPay-as-you-go only

Step 3.7 Flash for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses.

Explore Step 3.7 Flash 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
262K tokens
Max output
256K tokens
Input
Text, images
Output
Text
Capabilities
Reasoning, Vision, Tool calling, Streaming
Interfaces
OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses

Step 3.7 Flash API pricing

Per 1M tokens. The Inferray price is what you are charged — no gateway fee is added on top of it.

Step 3.7 Flash pricing.
MetricPrice
Input$0.2
Cached input$0.04
Output$1.15

What Step 3.7 Flash costs for real work

Typical workloads at list price, worked out from the rates above. Nothing is added on top.

WorkloadTokensCost
1,000 chat replies1,500 tokens in, 400 out, each$0.760
Summarise a 100-page document60K tokens in, 2K out$0.014
10M tokens of coding-agent work10M tokens: 85% cached input, 12% fresh input, 3% output$0.925
1M output tokensGenerated text only$1.15

Step 3.7 Flash is pay-as-you-go only

Step 3.7 Flash 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

  • Step 3.7 Flash for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses.

Call Step 3.7 Flash

Step 3.7 Flash answers on any of the APIs below — pick the one your code already speaks and just swap in your Inferray key.

/v1/chat/completionsOpenAI-style Chat Completions · openai SDK or plain HTTP
curl https://api.inferray.com/v1/chat/completions \
  -H "Authorization: Bearer inferray_..." \
  -H "Content-Type: application/json" \
  -d '{
  "model": "step-3.7-flash",
  "messages": [
    {
      "role": "user",
      "content": "Hello"
    }
  ]
}'
/v1/messagesAnthropic-style Messages · @anthropic-ai/sdk SDK or plain HTTP
curl https://api.inferray.com/v1/messages \
  -H "Authorization: Bearer inferray_..." \
  -H "Content-Type: application/json" \
  -d '{
  "model": "step-3.7-flash",
  "max_tokens": 1024,
  "messages": [
    {
      "role": "user",
      "content": "Hello"
    }
  ]
}'
/v1/responsesOpenAI-style Responses · openai SDK or plain HTTP
curl https://api.inferray.com/v1/responses \
  -H "Authorization: Bearer inferray_..." \
  -H "Content-Type: application/json" \
  -d '{
  "model": "step-3.7-flash",
  "input": "Hello"
}'

Conversation compaction is also available at POST /v1/responses/compact.

Use Step 3.7 Flash in your tools

Every coding agent below has a setup guide. Set the model to step-3.7-flash.

Run Step 3.7 Flash in Claude Code

More from Stepfun

Alternatives to Step 3.7 Flash

Questions about this model

How much does the Step 3.7 Flash API cost?
Step 3.7 Flash costs $0.2 per 1M input tokens and $1.15 per 1M output tokens on Inferray, and cached input is $0.04 per 1M. That is the list price, with no gateway fee on top.
Is there a free tier for Step 3.7 Flash?
No. You add credit and pay Step 3.7 Flash'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 Step 3.7 Flash included in Token Plans?
No. Step 3.7 Flash is pay-as-you-go only; Token Plans cover the other text models in the catalog.
Can I use Step 3.7 Flash in Claude Code?
Yes. Set ANTHROPIC_BASE_URL to https://api.inferray.com, ANTHROPIC_AUTH_TOKEN to your Inferray key, and ANTHROPIC_MODEL to step-3.7-flash. The same key works in Codex, opencode, Cline, and other agents.
Does Step 3.7 Flash support tool calling and vision?
Step 3.7 Flash supports tool calling, image input, reasoning and streaming on Inferray.
Is it the real Step 3.7 Flash?
Yes. A request for step-3.7-flash is answered by Step 3.7 Flash from Stepfun, billed at its published list price. Inferray never substitutes a different or smaller model.

Prices from the catalog as of November 12, 2026.