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Llama 3.1 8B vs Muse Spark Open

At a glance

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

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

Meta's strongest open-weight model, trained specifically for agentic coding workflows.

1.0M ctx$1.25/$4.25 per M
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
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-10-02
Cheaper97%
Capability
CapabilityECI50.3
Reasoning & Knowledge
Graduate Science27.0%
Math
Math Problems22.9%Competition Math1.7%
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Capability
Capability—
Reasoning & Knowledge
Graduate Science—
Math
Math Problems—Competition Math—
Specs
131K
Context
118K
Max output
Jul 2024
Released
1.0M
Context
256K
Max output
Oct 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input96%$0.05/M tokens
Output98%$0.08/M tokens
Cache read83%$0.02/M tokens
Live pricing, shown before you run
Input$1.25/M tokens
Output$4.25/M tokens
Cache read$0.15/M tokens
Chat with Llama 3.1 8BGo to model
Chat with Muse Spark OpenGo to model
Frequently Asked Questions: Llama 3.1 8B vs Muse Spark Open▼

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

▼

Both Llama 3.1 8B and Muse Spark Open 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, Llama 3.1 8B or Muse Spark Open?

▼

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

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

▼

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

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

▼

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

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

▼

Key differences: Llama 3.1 8B is significantly cheaper; only Muse Spark Open supports vision input; only Muse Spark Open 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 Llama 3.1 8B and Muse Spark Open for free on idapt.app to see which performs better for your specific needs.

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