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GPT-4o-mini vs Step 3.5 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 GPT-4o-mini and Step 3.5 Flash.

OpenAI

GPT-4o-mini

GPT-4o mini is OpenAI's newest model after [GPT-4 Omni](/models/openai/gpt-4o), supporting both text and image inputs with text outputs. As their most advanced small model, it is many multiples more affordable...

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StepFun

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....

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Technical Specifications

SpecificationGPT-4o-miniStep 3.5 Flash
ProviderOpenAIStepFun
Context Window128,000 tokens262,144 tokens
Agent Suitability82/100N/A
Time to First Token (TTFT)150 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-07-182026-01-29

API Pricing Comparison

Input Price per Million Tokens

GPT-4o-mini

$0.15

Step 3.5 Flash

$0.10

Output Price per Million Tokens

GPT-4o-mini

$0.60

Step 3.5 Flash

$0.30

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
8200.0%vsN/A
GPT-4o-mini
Step 3.5 Flash
HumanEvalPython coding & logic synthesis
8400.0%vsN/A
GPT-4o-mini
Step 3.5 Flash
MATHComplex mathematical problem solving
7020.0%vsN/A
GPT-4o-mini
Step 3.5 Flash
GPQAGraduate-level expert reasoning
4500.0%vsN/A
GPT-4o-mini
Step 3.5 Flash
HellaSwagCommonsense reasoning and inference
8470.0%vsN/A
GPT-4o-mini
Step 3.5 Flash
MT-BenchMulti-turn conversation flow quality
860.0%vsN/A
GPT-4o-mini
Step 3.5 Flash

GPT-4o-mini Quirks & Gotchas

  • โ–ธUltra-low latency โ€” best TTFT in the OpenAI lineup
  • โ–ธTool calling limited to single-step โ€” not suitable for complex agentic pipelines

Step 3.5 Flash Quirks & Gotchas

No developer gotchas reported.