API cost decision in 10 seconds

New🔥Step 5 Preview vs Muse Spark 1.1

Pick Step 5 Preview for lower cost; pick Muse Spark 1.1 only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Step 5 Preview for lower cost; pick Muse Spark 1.1 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Step 5 Preview is estimated at $2.35 vs $3.38 for Muse Spark 1.1, saving $1.02 (30.4% lower).

Cost-first pickStep 5 Preview
Context-first pickMuse Spark 1.1
Sample savings$1.0230.4%
10x traffic gap$10.25

Muse Spark 1.1 has more context, but Step 5 Preview saves $1.02 on the standard workload. At 10x that traffic, the same price gap is about $10.25. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Step 5 Preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickStep 5 PreviewMuse Spark 1.1
Input-heavy / RAG5M input + 500K outputStep 5 Preview$6.35$8.38
Balanced workload1M input + 1M outputStep 5 Preview$3.7$5.5
Output-heavy chatbot1M input + 5M outputStep 5 Preview$14.5$22.5
Cheaper input Step 5 Preview $1 vs $1.25 / 1M

Step 5 Preview is $0.25 cheaper per 1M input tokens (20% lower; 1.25x difference).

Cheaper output Step 5 Preview $2.7 vs $4.25 / 1M

Step 5 Preview is $1.55 cheaper per 1M output tokens (36.5% lower; 1.57x difference).

Larger context Muse Spark 1.1 1M vs 1.05M

Muse Spark 1.1 has 48.58K more context (1.05x larger).

Sample workload Step 5 Preview $2.35 vs $3.38

Step 5 Preview is $1.02 cheaper on the standard workload (30.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Step 5 Preview Calculating… Estimated API cost
Muse Spark 1.1 Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Step 5 Preview has the lower input price; Step 5 Preview has the lower output price; Muse Spark 1.1 offers the larger context window. For the 1M input plus 500K output sample, Step 5 Preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $2.35 for Step 5 Preview and $3.38 for Muse Spark 1.1.

Best Fit

Choose Step 5 Preview when you care most about lower input-token price, and lower output-token price.

Choose Muse Spark 1.1 when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Step 5 Preview is estimated at $2.35 vs $3.38 for Muse Spark 1.1, saving $1.02 (30.4% lower).
  • Step 5 Preview is $1.02 cheaper on the standard workload (30.4% lower).
  • Step 5 Preview is $0.25 cheaper per 1M input tokens (20% lower; 1.25x difference).
  • Step 5 Preview is $1.55 cheaper per 1M output tokens (36.5% lower; 1.57x difference).
  • Muse Spark 1.1 has 48.58K more context (1.05x larger).
Head-to-Head Specs
FeatureNew🔥Step 5 Preview
(StepFun)
Muse Spark 1.1
(Meta)
Input Price
prompt tokens per 1M
$1$1.25
Completion Price
per 1M tokens
$2.7$4.25
Sample Workload Cost
1M input + 500K output
$2.35$3.38
Context Window1M1.05M
Release Date
Popularity#2

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionStep 5 PreviewOn the standard 1M input plus 500K output workload, Step 5 Preview is estimated at $2.35 vs $3.38 for Muse Spark 1.1, saving $1.02 (30.4% lower).
High-volume input processingStep 5 PreviewLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsStep 5 PreviewLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workMuse Spark 1.1A larger context window leaves more room for retrieved passages, conversation history, or source files.

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Provider catalogs

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StepFun catalog

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Meta catalog

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Step 5 Preview

Step 5 Preview is StepFun's flagship model for agentic work, built on a sparse Mixture-of-Experts architecture (27B active / 600B total parameters). It performs strongly in software engineering and professional...

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Muse Spark 1.1 is a multimodal reasoning model from Meta, built for agentic tasks. It accepts text, images, video, and PDF documents and returns text, with a 1M-token context window....