Models/Step 5 Preview
stepfun

Step 5 PreviewReady

step-5
Serverless APILLMReasoningVisionPrompt cachingOpen weights

An open-weight challenger with strong benchmark momentum. It ranks #13 of the top 20 frontier models on the Artificial Analysis Intelligence Index with a score of 43.7. Released September 18, 2026.

1M
Context
600B
Parameters
#13
Intelligence rank · 43.7
Open
Weights · StepFun Model License 1.0
View full spec
ReleasedSep 18, 2026
Knowledge cutoff—
Size classlarge
Input modalitiestext, image
Output modalitiestext
Median output speed91 tok/s
Median time to first token2.2s
LicenseStepFun Model License 1.0

Usage guide

1. Choose how you'd like to use Step 5 Preview

☁️ Serverless

Use with pay-per-token pricing. Zero setup, no cold starts, automatic failover between upstream routes.

Usage tiers · Standard • Priority
Try it — sign in
curl https://tokenhub.coality.io/v1/chat/completions \
  -H "Authorization: Bearer $TOKEN_HUB_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "step-5",
    "messages": [{"role": "user", "content": "Explain vector databases in one paragraph"}]
  }'

Pricing

BucketPriceNotes
Input tokens$1.25per 1M tokens
Output tokens$3.38per 1M tokens
Cache read$0.1250cached input · 90% off
Cache write—per 1M tokens
Billed per token with micro-dollar precision · effective Oct 27, 2026 · default key limits 600 req/min · 200K tokens/min

Benchmarks

Humanity's Last Exam
46.5
MMMU-Pro
76.4
SciCode
58.9
Terminal-Bench 4.0
33.3
Long Context Reasoning
88.3
Frontier Code
38.4
Scores from the Artificial Analysis evaluation suite (0–100 scale).

About this model

600B-parameter open-weight model, with a 1M context window, native image input, visible reasoning traces, prompt caching at a 90% discount on cached input, 91 output tokens/s median serving speed and 2.2s to first token.