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Gemini 3.1 Pro Preview Custom Tools vs Step 3.7 Flash

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemini 3.1 Pro Preview Custom Tools and Step 3.7 Flash.

Google

Gemini 3.1 Pro Preview Custom Tools

Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party...

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StepFun

Step 3.7 Flash

Step 3.7 Flash is StepFun's latest high-efficiency multimodal Mixture-of-Experts model. It pairs a 196B-parameter language backbone with a vision encoder for native image and video understanding, activating roughly 11B parameters...

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Technical Specifications

SpecificationGemini 3.1 Pro Preview Custom ToolsStep 3.7 Flash
ProviderGoogleStepFun
Context Window1,048,756 tokens256,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-252026-05-28

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$2.00

Step 3.7 Flash

$0.20

Output Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$12.00

Step 3.7 Flash

$1.15

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs8450.0%
Gemini 3.1 Pro Preview Custom Tools
Step 3.7 Flash
HumanEvalPython coding & logic synthesis
N/Avs8600.0%
Gemini 3.1 Pro Preview Custom Tools
Step 3.7 Flash
MATHComplex mathematical problem solving
N/Avs6680.0%
Gemini 3.1 Pro Preview Custom Tools
Step 3.7 Flash
GPQAGraduate-level expert reasoning
N/Avs4400.0%
Gemini 3.1 Pro Preview Custom Tools
Step 3.7 Flash
HellaSwagCommonsense reasoning and inference
N/Avs8580.0%
Gemini 3.1 Pro Preview Custom Tools
Step 3.7 Flash
MT-BenchMulti-turn conversation flow quality
N/Avs890.0%
Gemini 3.1 Pro Preview Custom Tools
Step 3.7 Flash

Gemini 3.1 Pro Preview Custom Tools Quirks & Gotchas

No developer gotchas reported.

Step 3.7 Flash Quirks & Gotchas

No developer gotchas reported.