API cost decision in 10 seconds

🔥Gemini 2.5 Flash vs 🔥Step 3.5 Flash

Pick Step 3.5 Flash for lower cost; pick Gemini 2.5 Flash only if the larger context window matters more.

Pricing data updated:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Step 3.5 Flash for lower cost; pick Gemini 2.5 Flash only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Step 3.5 Flash is estimated at $0.25 vs $1.55 for Gemini 2.5 Flash, saving $1.3 (83.9% lower).

Cost-first pickStep 3.5 Flash
Context-first pickGemini 2.5 Flash
Sample savings$1.383.9%
10x traffic gap$13

Gemini 2.5 Flash has more context, but Step 3.5 Flash saves $1.3 on the standard workload. At 10x that traffic, the same price gap is about $13. Use the calculator below to replace the sample workload with your own token volume.

Cheaper input Step 3.5 Flash $0.3 vs $0.1 / 1M

Step 3.5 Flash is $0.2 cheaper per 1M input tokens (66.7% lower; 3x difference).

Cheaper output Step 3.5 Flash $2.5 vs $0.3 / 1M

Step 3.5 Flash is $2.2 cheaper per 1M output tokens (88% lower; 8.33x difference).

Larger context Gemini 2.5 Flash 1.05M vs 262.14K

Gemini 2.5 Flash has 786.43K more context (4x larger).

Sample workload Step 3.5 Flash $1.55 vs $0.25

Step 3.5 Flash is $1.3 cheaper on the standard workload (83.9% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Gemini 2.5 Flash Calculating… Estimated API cost
Step 3.5 Flash 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 3.5 Flash has the lower input price; Step 3.5 Flash has the lower output price; Gemini 2.5 Flash offers the larger context window. For the 1M input plus 500K output sample, Step 3.5 Flash is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $1.55 for Gemini 2.5 Flash and $0.25 for Step 3.5 Flash.

Best Fit

Choose Gemini 2.5 Flash when you care most about larger context window.

Choose Step 3.5 Flash when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Step 3.5 Flash is estimated at $0.25 vs $1.55 for Gemini 2.5 Flash, saving $1.3 (83.9% lower).
  • Step 3.5 Flash is $1.3 cheaper on the standard workload (83.9% lower).
  • Step 3.5 Flash is $0.2 cheaper per 1M input tokens (66.7% lower; 3x difference).
  • Step 3.5 Flash is $2.2 cheaper per 1M output tokens (88% lower; 8.33x difference).
  • Gemini 2.5 Flash has 786.43K more context (4x larger).
Head-to-Head Specs
Feature🔥Gemini 2.5 Flash
(Google)
🔥Step 3.5 Flash
(StepFun)
Input Price
prompt tokens per 1M
$0.3$0.1
Completion Price
per 1M tokens
$2.5$0.3
Sample Workload Cost
1M input + 500K output
$1.55$0.25
Context Window1.05M262.14K
Release Date2025-06-172026-01-29
Popularity Rank
current rank
#13#15

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionStep 3.5 FlashOn the standard 1M input plus 500K output workload, Step 3.5 Flash is estimated at $0.25 vs $1.55 for Gemini 2.5 Flash, saving $1.3 (83.9% lower).
High-volume input processingStep 3.5 FlashLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsStep 3.5 FlashLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGemini 2.5 FlashA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

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Google catalog

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StepFun catalog

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Gemini 2.5 Flash

Gemini 2.5 Flash is Google's state-of-the-art workhorse model, specifically designed for advanced reasoning, coding, mathematics, and scientific tasks. It includes built-in "thinking" capabilities, enabling it to provide responses with greater...

Step 3.5 Flash

Step 3.5 Flash is StepFun's most capable open-source foundation model. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parameters per token....