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o1 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 o1 and Step 3.5 Flash.

OpenAI

o1

The latest and strongest model family from OpenAI, o1 is designed to spend more time thinking before responding. The o1 model series is trained with large-scale reinforcement learning to reason...

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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

Specificationo1Step 3.5 Flash
ProviderOpenAIStepFun
Context Window200,000 tokens262,144 tokens
Agent Suitability88/100N/A
Time to First Token (TTFT)2500 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-12-172026-01-29

API Pricing Comparison

Input Price per Million Tokens

o1

$15.00

Step 3.5 Flash

$0.10

Output Price per Million Tokens

o1

$60.00

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
9180.0%vsN/A
o1
Step 3.5 Flash
HumanEvalPython coding & logic synthesis
9450.0%vsN/A
o1
Step 3.5 Flash
MATHComplex mathematical problem solving
9480.0%vsN/A
o1
Step 3.5 Flash
GPQAGraduate-level expert reasoning
7830.0%vsN/A
o1
Step 3.5 Flash
HellaSwagCommonsense reasoning and inference
9200.0%vsN/A
o1
Step 3.5 Flash
MT-BenchMulti-turn conversation flow quality
940.0%vsN/A
o1
Step 3.5 Flash

o1 Quirks & Gotchas

  • โ–ธReasoning model โ€” high latency by design, not for real-time use
  • โ–ธBest for complex math/code reasoning where accuracy > speed
  • โ–ธUse o3-mini when you need reasoning with lower latency

Step 3.5 Flash Quirks & Gotchas

No developer gotchas reported.