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Gemini 3.1 Flash Lite Preview 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 Flash Lite Preview and Step 3.7 Flash.

Google

Gemini 3.1 Flash Lite Preview

Gemini 3.1 Flash Lite Preview is Google's high-efficiency model optimized for high-volume use cases. It outperforms Gemini 2.5 Flash Lite on overall quality and approaches Gemini 2.5 Flash performance across...

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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 Flash Lite PreviewStep 3.7 Flash
ProviderGoogleStepFun
Context Window1,048,576 tokens256,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-03-032026-05-28

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Flash Lite Preview

$0.25

Step 3.7 Flash

$0.20

Output Price per Million Tokens

Gemini 3.1 Flash Lite Preview

$1.50

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 Flash Lite Preview
Step 3.7 Flash
HumanEvalPython coding & logic synthesis
N/Avs8600.0%
Gemini 3.1 Flash Lite Preview
Step 3.7 Flash
MATHComplex mathematical problem solving
N/Avs6680.0%
Gemini 3.1 Flash Lite Preview
Step 3.7 Flash
GPQAGraduate-level expert reasoning
N/Avs4400.0%
Gemini 3.1 Flash Lite Preview
Step 3.7 Flash
HellaSwagCommonsense reasoning and inference
N/Avs8580.0%
Gemini 3.1 Flash Lite Preview
Step 3.7 Flash
MT-BenchMulti-turn conversation flow quality
N/Avs890.0%
Gemini 3.1 Flash Lite Preview
Step 3.7 Flash

Gemini 3.1 Flash Lite Preview Quirks & Gotchas

No developer gotchas reported.

Step 3.7 Flash Quirks & Gotchas

No developer gotchas reported.