API cost decision in 10 seconds

New🔥Step 5 Preview vs Grok 4.7

Pick Step 5 Preview when budget and context both matter.

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 and context both matter.

On the standard 1M input plus 500K output workload, Step 5 Preview is estimated at $2.35 vs $5 for Grok 4.7, saving $2.65 (53% lower).

Cost-first pickStep 5 Preview
Context-first pickStep 5 Preview
Sample savings$2.6553%
10x traffic gap$26.5

Step 5 Preview is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $26.5. 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 PreviewGrok 4.7
Input-heavy / RAG5M input + 500K outputStep 5 Preview$6.35$13
Balanced workload1M input + 1M outputStep 5 Preview$3.7$8
Output-heavy chatbot1M input + 5M outputStep 5 Preview$14.5$32
Cheaper input Step 5 Preview $1 vs $2 / 1M

Step 5 Preview is $1 cheaper per 1M input tokens (50% lower; 2x difference).

Cheaper output Step 5 Preview $2.7 vs $6 / 1M

Step 5 Preview is $3.3 cheaper per 1M output tokens (55% lower; 2.22x difference).

Larger context Step 5 Preview 1M vs 500K

Step 5 Preview has 500K more context (2x larger).

Sample workload Step 5 Preview $2.35 vs $5

Step 5 Preview is $2.65 cheaper on the standard workload (53% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Step 5 Preview Calculating… Estimated API cost
Grok 4.7 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; Step 5 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 $5 for Grok 4.7.

Best Fit

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

Choose Grok 4.7 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, Step 5 Preview is estimated at $2.35 vs $5 for Grok 4.7, saving $2.65 (53% lower).
  • Step 5 Preview is $2.65 cheaper on the standard workload (53% lower).
  • Step 5 Preview is $1 cheaper per 1M input tokens (50% lower; 2x difference).
  • Step 5 Preview is $3.3 cheaper per 1M output tokens (55% lower; 2.22x difference).
  • Step 5 Preview has 500K more context (2x larger).
Head-to-Head Specs
FeatureNew🔥Step 5 Preview
(StepFun)
Grok 4.7
(SpaceXAI)
Input Price
prompt tokens per 1M
$1$2
Completion Price
per 1M tokens
$2.7$6
Sample Workload Cost
1M input + 500K output
$2.35$5
Context Window1M500K
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 $5 for Grok 4.7, saving $2.65 (53% 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 workStep 5 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.
  • Grok Build 0.1 can replace Grok 4.7 when lower sample workload cost matters most: $2.
  • Grok 4.3 (batch) can replace Grok 4.7 when lower sample workload cost matters most: $2.
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Provider catalogs

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StepFun catalog

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SpaceXAI catalog

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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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