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Muse Spark 1.1 vs Llama 3.1 8B

At a glance

Meta's multimodal reasoning model built for agentic work and real-world coding.

1.0M ctx$1.25/$4.25 per M

Compact 8B model from Meta's Llama 3.1 series.

50131K ctx$0.05/$0.08 per M#76/92
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Reasoning
CodingInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:Provider·OpenRouter· as of 2026-07-16
Capability
Capability—
Reasoning & Knowledge
Graduate Science—Expert-Level52.2%
Math
Math Problems—Competition Math—
Agentic
Terminal Tasks80.0%
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Cheaper97%
Capability
CapabilityECI50.3
Reasoning & Knowledge
Graduate Science25.9%Expert-Level—
Math
Math Problems22.9%Competition Math2.5%
Agentic
Terminal Tasks—
Specs
1.0M
Context
16K
Max output
Jul 2026
Released
131K
Context
66K
Max output
Jul 2024
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input$1.25/M tokens
Output$4.25/M tokens
Cache read$0.15/M tokens
Web search$0.003/search
Live pricing, shown before you run
Input96%$0.05/M tokens
Output98%$0.08/M tokens
Cache read83%$0.02/M tokens
Chat with Muse Spark 1.1Go to model
Chat with Llama 3.1 8BGo to model
Frequently Asked Questions: Muse Spark 1.1 vs Llama 3.1 8B▼

Which is better, Muse Spark 1.1 or Llama 3.1 8B?

▼

Both Muse Spark 1.1 and Llama 3.1 8B are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which is cheaper, Muse Spark 1.1 or Llama 3.1 8B?

▼

Llama 3.1 8B has a lower blended cost. Muse Spark 1.1: $1.25 input / $4.25 output. Llama 3.1 8B: $0.05 input / $0.08 output.

Which has a larger context window, Muse Spark 1.1 or Llama 3.1 8B?

▼

Muse Spark 1.1 has a larger context window: Muse Spark 1.1 supports 1M tokens vs Llama 3.1 8B at 131K tokens.

Do both Muse Spark 1.1 and Llama 3.1 8B support vision?

▼

Muse Spark 1.1 supports vision/image input, but Llama 3.1 8B does not.

What are the key differences between Muse Spark 1.1 and Llama 3.1 8B?

▼

Key differences: Llama 3.1 8B is significantly cheaper; only Muse Spark 1.1 supports vision input; only Muse Spark 1.1 offers extended reasoning mode. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Muse Spark 1.1 and Llama 3.1 8B for free on idapt.app to see which performs better for your specific needs.

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