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Claude Opus 4.1 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 Claude Opus 4.1 and Step 3.7 Flash.

Anthropic

Claude Opus 4.1

Claude Opus 4.1 is an updated version of Anthropic’s flagship model, offering improved performance in coding, reasoning, and agentic tasks. It achieves 74.5% on SWE-bench Verified and shows notable gains...

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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

SpecificationClaude Opus 4.1Step 3.7 Flash
ProviderAnthropicStepFun
Context Window200,000 tokens256,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-08-052026-05-28

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.1

$15.00

Step 3.7 Flash

$0.20

Output Price per Million Tokens

Claude Opus 4.1

$75.00

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%
Claude Opus 4.1
Step 3.7 Flash
HumanEvalPython coding & logic synthesis
N/Avs8600.0%
Claude Opus 4.1
Step 3.7 Flash
MATHComplex mathematical problem solving
N/Avs6680.0%
Claude Opus 4.1
Step 3.7 Flash
GPQAGraduate-level expert reasoning
N/Avs4400.0%
Claude Opus 4.1
Step 3.7 Flash
HellaSwagCommonsense reasoning and inference
N/Avs8580.0%
Claude Opus 4.1
Step 3.7 Flash
MT-BenchMulti-turn conversation flow quality
N/Avs890.0%
Claude Opus 4.1
Step 3.7 Flash

Claude Opus 4.1 Quirks & Gotchas

No developer gotchas reported.

Step 3.7 Flash Quirks & Gotchas

No developer gotchas reported.