Price Per TokenPrice Per Token
Google
Google
vs
Stepfun-ai

CodeGemma 2B vs Step 3.5 Flash

A detailed comparison of pricing, benchmarks, and capabilities

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Key Takeaways

CodeGemma 2B wins:

  • Cheaper output tokens

Step 3.5 Flash wins:

  • Larger context window
  • Faster response time
  • Higher intelligence benchmark
  • Better at coding
  • Has reasoning mode
  • Supports tool calls
Price Advantage
CodeGemma 2B
Benchmark Advantage
Step 3.5 Flash
Context Window
Step 3.5 Flash
Speed
Step 3.5 Flash

Pricing Comparison

Benchmark Comparison

Context & Performance

Capabilities

Feature Comparison

FeatureCodeGemma 2BStep 3.5 Flash
Vision (Image Input)
Tool/Function Calls
Reasoning Mode
Audio Input
Audio Output
PDF Input
Prompt Caching
Web Search

License & Release

PropertyCodeGemma 2BStep 3.5 Flash
LicenseOpen SourceOpen Source
AuthorGoogleStepfun-ai
ReleasedUnknownJan 2026

CodeGemma 2B Modalities

Input
Output

Step 3.5 Flash Modalities

Input
text
Output
text

Frequently Asked Questions

CodeGemma 2B has cheaper input pricing at $0.10/M tokens. CodeGemma 2B has cheaper output pricing at $0.10/M tokens.
CodeGemma 2B has a 8,192 token context window, while Step 3.5 Flash has a 256,000 token context window.
CodeGemma 2B does not support vision. Step 3.5 Flash does not support vision.