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GPT 5.6 Luna vs Llama 3.1 8B

At a glance

OpenAI's fastest, most affordable GPT-5.6 tier for high-volume, latency-sensitive work.

1.1M ctx$1.00/$6.00 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
MathInsufficient data
Sources:Provider·OpenRouter· as of 2026-07-11
Capability
Capability—
Reasoning & Knowledge
Graduate Science256%92.3%
Math
Math Problems—Competition Math—
Agentic
Terminal Tasks84.7%
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Cheaper97%
Capability
CapabilityECI50.3
Reasoning & Knowledge
Graduate Science25.9%
Math
Math Problems22.9%Competition Math2.5%
Agentic
Terminal Tasks—
Specs
1.1M
Context
128K
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$1.00/M tokens
Output$6.00/M tokens
Cache read$0.10/M tokens
Cache write$1.25/M tokens
Web search$0.01/search
Live pricing, shown before you run
Input95%$0.05/M tokens
Output99%$0.08/M tokens
Cache read75%$0.02/M tokens
Chat with GPT 5.6 LunaGo to model
Chat with Llama 3.1 8BGo to model
Frequently Asked Questions: GPT 5.6 Luna vs Llama 3.1 8B▼

Which is better, GPT 5.6 Luna or Llama 3.1 8B?

▼

Both GPT 5.6 Luna 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, GPT 5.6 Luna or Llama 3.1 8B?

▼

Llama 3.1 8B has a lower blended cost. GPT 5.6 Luna: $1.00 input / $6.00 output. Llama 3.1 8B: $0.05 input / $0.08 output.

Which has a larger context window, GPT 5.6 Luna or Llama 3.1 8B?

▼

GPT 5.6 Luna has a larger context window: GPT 5.6 Luna supports 1.1M tokens vs Llama 3.1 8B at 131K tokens.

Do both GPT 5.6 Luna and Llama 3.1 8B support vision?

▼

GPT 5.6 Luna supports vision/image input, but Llama 3.1 8B does not.

What are the key differences between GPT 5.6 Luna and Llama 3.1 8B?

▼

Key differences: Llama 3.1 8B is significantly cheaper; only GPT 5.6 Luna supports vision input; only GPT 5.6 Luna 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 GPT 5.6 Luna and Llama 3.1 8B for free on idapt.app to see which performs better for your specific needs.

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