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Muse Spark 1.1 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 Muse Spark 1.1 and Step 3.7 Flash.

Meta

Muse Spark 1.1

Muse Spark 1.1 is a multimodal reasoning model from Meta, built for agentic tasks. It accepts text, images, video, audio, and PDF documents and returns text, with a 1M-token context...

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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

SpecificationMuse Spark 1.1Step 3.7 Flash
ProviderMetaStepFun
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 Date2026-07-162026-05-28

API Pricing Comparison

Input Price per Million Tokens

Muse Spark 1.1

$1.25

Step 3.7 Flash

$0.20

Output Price per Million Tokens

Muse Spark 1.1

$4.25

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%
Muse Spark 1.1
Step 3.7 Flash
HumanEvalPython coding & logic synthesis
N/Avs8600.0%
Muse Spark 1.1
Step 3.7 Flash
MATHComplex mathematical problem solving
N/Avs6680.0%
Muse Spark 1.1
Step 3.7 Flash
GPQAGraduate-level expert reasoning
N/Avs4400.0%
Muse Spark 1.1
Step 3.7 Flash
HellaSwagCommonsense reasoning and inference
N/Avs8580.0%
Muse Spark 1.1
Step 3.7 Flash
MT-BenchMulti-turn conversation flow quality
N/Avs890.0%
Muse Spark 1.1
Step 3.7 Flash

Muse Spark 1.1 Quirks & Gotchas

No developer gotchas reported.

Step 3.7 Flash Quirks & Gotchas

No developer gotchas reported.