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StepFun

Step 5 Preview

Step 5 Preview is a preview-stage chat model from Chinese AI developer StepFun, available through hosted inference APIs and tracked here for throughput and pricing comparison.

Input from
$1.00 / 1M tokens
on OpenRouter · 4 providers
Output from
$2.70 / 1M tokens
on OpenRouter

API Pricing

Cheapest input on OpenRouter · cheapest output on OpenRouter
ProviderInput / 1MOutput / 1MCached / 1M
$1.00$2.70$0.100
$1.00$2.70$0.100
$1.00$2.70$0.100
$1.00$2.70$0.100

Prices updated daily. Last check: Nov 5, 2026

Step 5 Preview pricing by provider

Input, output, and batch rates, plus alternatives, for one provider at a time.

Performance & Benchmarks

Source: Artificial Analysis →
Intelligence
28.5 / 100
Output Speed
131 t/s
Latency (TTFT)
920ms

Benchmarks measured Nov 2026. Scores are independent evaluations, not vendor-reported.

Model Details

General

Creator
StepFun
Modalities
Text

Capabilities

Open Source
No

Strengths & Limitations

Strengths

  • Measured output throughput of approximately 89.8 tokens per second in third-party serving benchmarks
  • Preview access allows developers to test and integrate before a general-availability release
  • Part of StepFun's Step model series, giving a migration path within the same family and API surface
  • Available through hosted inference APIs, so no local GPU provisioning is required to evaluate
  • Throughput and pricing are tracked across providers on this page for direct comparison

Limitations

  • Preview release — behavior, pricing, and availability may change without notice before general availability
  • Time to first token of roughly 1.9 seconds is slow for latency-sensitive interactive chat
  • Context window is not confirmed in our database, which complicates planning for long-document workloads
  • Limited published benchmark coverage compared with widely evaluated Western models
  • Documentation and community support are primarily oriented toward the Chinese developer ecosystem

Key Features

•Chat/conversational completion interface
•Preview-stage release channel from StepFun
•Streaming token output at roughly 90 tokens/sec in measured conditions
•Hosted API access through inference providers
•Member of the StepFun Step model series
•Pricing tracked across multiple providers on this page

About Step 5 Preview

Step 5 Preview is a conversational large language model developed by StepFun, a Chinese AI company that develops the Step series of foundation models. As the name indicates, this entry is a preview release — a version published ahead of a general-availability model, typically so that developers can evaluate behavior and integrate against the API before the specification is finalized. Preview builds of this kind are generally subject to change, and capabilities or routing may be revised between the preview and any subsequent stable release. In measured serving performance from Artificial Analysis, Step 5 Preview generates roughly 89.8 output tokens per second with a time to first token of about 1,882 ms. That combination describes a model that streams output at a moderate-to-brisk rate once generation begins, but takes close to two seconds before the first token appears — a latency profile more comfortable for batch work, long-form generation, and asynchronous agents than for tight interactive loops where perceived response lag matters. Actual figures will vary with provider, region, prompt length, and load. Beyond the throughput measurements above, we do not currently track a confirmed context window, modality list, or published benchmark suite for Step 5 Preview in our database. Developers evaluating it should consult StepFun's own documentation for the authoritative specification and treat preview-stage behavior as provisional. For practical selection, the most useful comparison points available on this page are the serving latency numbers and the live pricing across providers.

Common Use Cases

Step 5 Preview suits teams that want early access to a StepFun chat model for evaluation — prototyping assistants, drafting and summarization pipelines, and internal tooling where the roughly 90 tokens/sec generation rate is adequate and the near two-second time to first token is acceptable. The latency profile favors asynchronous and batch workloads: document processing queues, offline content generation, scheduled report drafting, and agent steps where a human is not watching the cursor. It is a reasonable candidate for organizations already working within the Chinese AI ecosystem or benchmarking Chinese-developed models against alternatives. Because it is a preview build, it is better suited to experimentation and capability testing than to production systems that require stable, long-lived model behavior.

Frequently Asked Questions

How much does Step 5 Preview cost?

Pricing varies by provider and by pricing type — input versus output tokens, cached input, and any batch or committed-use discounts each differ. Rates also change over time. See the pricing table on this page for the current per-provider figures.

What is Step 5 Preview best used for?

It fits general chat and text generation tasks where a sub-second first-token response is not required — summarization, drafting, batch content processing, and asynchronous agent steps. Its measured ~90 tokens/sec output rate makes it workable for longer generations, while the ~1.9 second time to first token makes it less comfortable for snappy interactive chat.

What does the 'Preview' in the name mean?

Preview indicates a pre-general-availability release from StepFun. Preview models are published so developers can evaluate and integrate early, but their behavior, pricing, and availability can change before — or instead of — a stable release. Avoid depending on exact output behavior in production systems.

How fast is Step 5 Preview?

Third-party measurements from Artificial Analysis report approximately 89.8 output tokens per second with a time to first token around 1,882 ms. Real-world numbers depend on the provider, prompt size, region, and current load.

What is the context window of Step 5 Preview?

We do not currently have a confirmed context window for Step 5 Preview in our database. Check StepFun's official API documentation for the authoritative limit before designing long-context workloads around it.

Who makes Step 5 Preview?

It is developed by StepFun, a Chinese AI company behind the Step series of foundation models. The model is accessed through hosted inference APIs listed on this page.