API cost decision in 10 seconds

New🔥Step 5 Preview vs NewPareto 26.10 Preview

Pick Step 5 Preview for lower cost; pick Pareto 26.10 Preview 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 Pareto 26.10 Preview 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 $2.4 for Pareto 26.10 Preview, saving $0.05 (2.1% lower).

Cost-first pickStep 5 Preview
Context-first pickPareto 26.10 Preview
Sample savings$0.052.1%
10x traffic gap$0.5

Pareto 26.10 Preview has more context, but Step 5 Preview saves $0.05 on the standard workload. At 10x that traffic, the same price gap is about $0.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors Pareto 26.10 Preview, balanced workload favors Step 5 Preview, and output-heavy chatbot favors Step 5 Preview.

Workload shapeToken mixBetter pickStep 5 PreviewPareto 26.10 Preview
Input-heavy / RAG5M input + 500K outputPareto 26.10 Preview$6.35$5.6
Balanced workload1M input + 1M outputStep 5 Preview$3.7$4
Output-heavy chatbot1M input + 5M outputStep 5 Preview$14.5$16.8
Cheaper input Pareto 26.10 Preview $1 vs $0.8 / 1M

Pareto 26.10 Preview is $0.2 cheaper per 1M input tokens (20% lower; 1.25x difference).

Cheaper output Step 5 Preview $2.7 vs $3.2 / 1M

Step 5 Preview is $0.5 cheaper per 1M output tokens (15.6% lower; 1.19x difference).

Larger context Pareto 26.10 Preview 1M vs 1.05M

Pareto 26.10 Preview has 48.58K more context (1.05x larger).

Sample workload Step 5 Preview $2.35 vs $2.4

Step 5 Preview is $0.05 cheaper on the standard workload (2.1% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Step 5 Preview Calculating… Estimated API cost
Pareto 26.10 Preview 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

Pareto 26.10 Preview has the lower input price; Step 5 Preview has the lower output price; Pareto 26.10 Preview 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 $2.4 for Pareto 26.10 Preview.

Best Fit

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

Choose Pareto 26.10 Preview when you care most about lower input-token price, and larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Step 5 Preview is estimated at $2.35 vs $2.4 for Pareto 26.10 Preview, saving $0.05 (2.1% lower).
  • Step 5 Preview is $0.05 cheaper on the standard workload (2.1% lower).
  • Pareto 26.10 Preview is $0.2 cheaper per 1M input tokens (20% lower; 1.25x difference).
  • Step 5 Preview is $0.5 cheaper per 1M output tokens (15.6% lower; 1.19x difference).
  • Pareto 26.10 Preview has 48.58K more context (1.05x larger).
Head-to-Head Specs
FeatureNew🔥Step 5 Preview
(StepFun)
NewPareto 26.10 Preview
(unbiased)
Input Price
prompt tokens per 1M
$1$0.8
Completion Price
per 1M tokens
$2.7$3.2
Sample Workload Cost
1M input + 500K output
$2.35$2.4
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 $2.4 for Pareto 26.10 Preview, saving $0.05 (2.1% lower).
High-volume input processingPareto 26.10 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 workPareto 26.10 PreviewA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Step 3.5 Flash can replace Step 5 Preview when lower sample workload cost matters most: $0.25.
  • Step 3.7 Flash can replace Step 5 Preview when lower sample workload cost matters most: $0.77.
Larger context near this budget

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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StepFun catalog

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unbiased 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...

Pareto 26.10 Preview

Pareto is a multimodal composite model built for research, coding, and agentic workflows, while delivering frontier-level performance across a broad range of general-purpose tasks. This is a preview of the...