Step 5 Preview vs Seed 2.1 Turbo

Step 5 Preview and Seed 2.1 Turbo side by side: specs, capabilities, parameters, and live pricing from the EmpirioLabs catalog.

StepFun ByteDance Text Generation

Step 5 Preview vs Seed 2.1 Turbo at a glance

Step 5 Preview from StepFun and Seed 2.1 Turbo from ByteDance are both in the Text Generation category, available through the EmpirioLabs API.

Key differences

  • Step 5 Preview is the newer release (Sep 15, 2026); Seed 2.1 Turbo was released on Jul 13, 2026.
  • Step 5 Preview has the larger context window: 1.02M tokens, against 229.1K for Seed 2.1 Turbo.
  • Step 5 Preview returns up to 131,072 output tokens per response, Seed 2.1 Turbo up to 65,536.
  • Capabilities listed only for Step 5 Preview: structured output, video, prompt cache.
  • Step 5 Preview lists the lower rate for Output (per 1M generated tokens).
  • Seed 2.1 Turbo lists the lower rate for Input (per 1M prompt tokens).

Step 5 Preview vs Seed 2.1 Turbo: specs

SpecStep 5 PreviewSeed 2.1 Turbo
Model IDstep-5-previewseed-2-1-turbo
AuthorStepFunByteDance
ReleasedSep 15, 2026Jul 13, 2026
Context window1.02M tokens229.1K tokens
Max output131,072 tokens65,536 tokens
Input
Text Image Video
Text Image Video
Output
Text
Text
Structured outputJSON SchemaJSON Schema
RegionInternationalMalaysia
Endpoints
POST /v1/chat/completions POST /v1/responses POST /v1/messages POST /v1beta/models/step-5-preview:generateContent
POST /v1/chat/completions POST /v1/responses POST /v1/messages POST /v1beta/models/seed-2-1-turbo:generateContent
Capabilities
reasoning function calling structured output vision video prompt cache agentic coding
reasoning vision agentic coding function calling

Step 5 Preview vs Seed 2.1 Turbo: API pricing

Live rates from the EmpirioLabs catalog for both models. Each rate card always matches what the API charges.

Step 5 Preview vs Seed 2.1 Turbo: API parameters

Request parameters each model lists on EmpirioLabs, with the allowed values or range where one applies. A dash marks a parameter the model does not list.

ParameterStep 5 PreviewSeed 2.1 Turbo
temperature0 to 2 Default: 0.5-
top_p0.01 to 1 Default: 0.9-
max_tokens1 to 131072 Default: 40961 to 65536
stoparraystring
frequency_penalty-2 to 2 Default: 0-2 to 2 Default: 0
reasoning_effortlow, medium, high Default: lowlow, medium, high Default: high
reasoning_formatgeneral, deepseek-style Default: general-
toolsarray-
tool_choicestring-
response_formatobjectenum
web_search_linkupboolean Default: false-
disable_formattingboolean Default: false-
presence_penalty--2 to 2 Default: 0
enable_thinking-boolean Default: true
enable_web_search-boolean Default: false
max_tool_calls-1 to 10 Default: 3

Step 5 Preview vs Seed 2.1 Turbo: limits and notes

Step 5 Preview

Supports text, image, and video input with a 1M token context, parallel function tools, strict JSON schema output, and reasoning_effort low, medium, or high. Prompt-cache hits are billed at the cache-read rate. Video input supports MP4 under 128 MB, with clips under 5 minutes recommended. This is a preview release, so its behavior and identifier may change.

Seed 2.1 Turbo

Per-token pricing is flat across the full context window, with no higher rate above 128K. Reasoning is on by default; set enable_thinking to false to answer directly without it.

How to call Step 5 Preview and Seed 2.1 Turbo

Step 5 Preview serves the OpenAI-compatible Chat Completions API. Point any OpenAI SDK at https://api.empiriolabs.ai/v1 with your EmpirioLabs API key and use the model id step-5-preview. Both models are called through the same endpoint. Set model to step-5-preview or seed-2-1-turbo. Get an API key from the EmpirioLabs dashboard.

cURL
curl https://api.empiriolabs.ai/v1/chat/completions \
  -H "Authorization: Bearer $EMPIRIOLABS_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "step-5-preview",
    "messages": [
      {"role": "user", "content": "Write a haiku about the ocean."}
    ]
  }'

Step 5 Preview vs Seed 2.1 Turbo: tests and guides

Prompt tests and comparison runs that cover both models.

Step 5 Preview vs Seed 2.1 Turbo: common questions

What is the difference between Step 5 Preview and Seed 2.1 Turbo?

Step 5 Preview is the newer release (Sep 15, 2026); Seed 2.1 Turbo was released on Jul 13, 2026. Step 5 Preview has the larger context window: 1.02M tokens, against 229.1K for Seed 2.1 Turbo. Step 5 Preview returns up to 131,072 output tokens per response, Seed 2.1 Turbo up to 65,536. The specs, rate cards, and parameters on this page come from the live EmpirioLabs catalog.

Which is newer, Step 5 Preview or Seed 2.1 Turbo?

Step 5 Preview is the newer release (Sep 15, 2026); Seed 2.1 Turbo was released on Jul 13, 2026.

Which has the lower rate, Step 5 Preview or Seed 2.1 Turbo?

Step 5 Preview lists the lower rate for Output (per 1M generated tokens). Seed 2.1 Turbo lists the lower rate for Input (per 1M prompt tokens). Both live rate cards are on this page and always match what the API charges.

Can I switch between Step 5 Preview and Seed 2.1 Turbo without rebuilding my integration?

Yes. Both models use POST /v1/chat/completions with the same EmpirioLabs API key, so most integrations switch by changing the model value. Check the parameters table on this page first if you rely on a model-specific parameter.

Can I try Step 5 Preview and Seed 2.1 Turbo in the browser before integrating?

Yes. Open each model in the EmpirioLabs playground and run the same prompt on both, with the parameters the API exposes.

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