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o3 Mini 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 o3 Mini and Step 3.7 Flash.

OpenAI

o3 Mini

OpenAI o3-mini is a cost-efficient language model optimized for STEM reasoning tasks, particularly excelling in science, mathematics, and coding. This model supports the `reasoning_effort` parameter, which can be set to...

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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

Specificationo3 MiniStep 3.7 Flash
ProviderOpenAIStepFun
Context Window200,000 tokens256,000 tokens
Agent Suitability91/100N/A
Time to First Token (TTFT)800 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-01-312026-05-28

API Pricing Comparison

Input Price per Million Tokens

o3 Mini

$1.10

Step 3.7 Flash

$0.20

Output Price per Million Tokens

o3 Mini

$4.40

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
8790.0%vs8450.0%
o3 Mini
Step 3.7 Flash
HumanEvalPython coding & logic synthesis
9020.0%vs8600.0%
o3 Mini
Step 3.7 Flash
MATHComplex mathematical problem solving
9020.0%vs6680.0%
o3 Mini
Step 3.7 Flash
GPQAGraduate-level expert reasoning
6850.0%vs4400.0%
o3 Mini
Step 3.7 Flash
HellaSwagCommonsense reasoning and inference
8900.0%vs8580.0%
o3 Mini
Step 3.7 Flash
MT-BenchMulti-turn conversation flow quality
910.0%vs890.0%
o3 Mini
Step 3.7 Flash

o3 Mini Quirks & Gotchas

  • โ–ธBest cost/performance ratio for reasoning tasks in the OpenAI lineup
  • โ–ธStill slower than GPT-5 for simple tool calls โ€” route accordingly

Step 3.7 Flash Quirks & Gotchas

No developer gotchas reported.