API cost decision in 10 seconds

New🔥Step 5 Preview vs NewPareto 26.10

Pick Step 5 Preview when budget is the priority.

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

Budget verdict

Pick Step 5 Preview when budget is the priority.

On the standard 1M input plus 500K output workload, Step 5 Preview is estimated at $2.35 vs $2.4 for Pareto 26.10, saving $0.05 (2.1% lower).

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

The reported context window is tied, so cost and provider fit carry more weight. 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, balanced workload favors Step 5 Preview, and output-heavy chatbot favors Step 5 Preview.

Workload shapeToken mixBetter pickStep 5 PreviewPareto 26.10
Input-heavy / RAG5M input + 500K outputPareto 26.10$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 $1 vs $0.8 / 1M

Pareto 26.10 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 Tie 1.05M vs 1.05M

Both models report the same context window at 1.05M tokens.

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 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 has the lower input price; Step 5 Preview has the lower output price; both models report the same 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.

Best Fit

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

Choose Pareto 26.10 when you care most about lower input-token price.

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, saving $0.05 (2.1% lower).
  • Step 5 Preview is $0.05 cheaper on the standard workload (2.1% lower).
  • Pareto 26.10 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).
  • Both models report the same context window at 1.05M tokens.
Head-to-Head Specs
FeatureNew🔥Step 5 Preview
(StepFun)
NewPareto 26.10
(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 Window1.05M1.05M
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, saving $0.05 (2.1% lower).
High-volume input processingPareto 26.10Lower 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 workTieA 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

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

StepFun catalog

Review all tracked StepFun models before deciding whether this matchup is the right shortlist.

Open StepFun models

unbiased catalog

Check other unbiased models with comparable pricing, context, or release timing.

Open unbiased models
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

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.