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GPT-5 vs Llama 3.1 405B

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 GPT-5 and Llama 3.1 405B.

OpenAI

GPT-5

GPT-5 is OpenAI’s most advanced model, offering major improvements in reasoning, code quality, and user experience. It is optimized for complex tasks that require step-by-step reasoning, instruction following, and accuracy...

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Meta

Llama 3.1 405B

Llama 3.1 405B is Meta's largest open-weight language model and one of the most capable openly available models in the world. With 405 billion parameters, it achieves performance competitive with GPT-4 and Claude Opus across benchmarks spanning general knowledge, mathematics, coding, and multilingual tasks. Llama 3.1 405B is released under Meta's custom commercial license, supporting broad use cases including deployment via major cloud providers (AWS, GCP, Azure) and self-hosted inference with multi-GPU configurations.

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Technical Specifications

SpecificationGPT-5Llama 3.1 405B
ProviderOpenAIMeta
Context Window400,000 tokens131,072 tokens
Agent Suitability92/10090/100
Time to First Token (TTFT)320 ms550 ms
Deployment Modelmanaged apiself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-08-072024-07-23

API Pricing Comparison

Input Price per Million Tokens

GPT-5

$1.25

Llama 3.1 405B

$0.80

Output Price per Million Tokens

GPT-5

$10.00

Llama 3.1 405B

$0.80

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
9210.0%vsN/A
GPT-5
Llama 3.1 405B
HumanEvalPython coding & logic synthesis
9400.0%vsN/A
GPT-5
Llama 3.1 405B
MATHComplex mathematical problem solving
8950.0%vsN/A
GPT-5
Llama 3.1 405B
GPQAGraduate-level expert reasoning
7950.0%vsN/A
GPT-5
Llama 3.1 405B
HellaSwagCommonsense reasoning and inference
9850.0%vsN/A
GPT-5
Llama 3.1 405B
MT-BenchMulti-turn conversation flow quality
950.0%vsN/A
GPT-5
Llama 3.1 405B

GPT-5 Quirks & Gotchas

  • Reliable all-rounder — use as default for most production workflows
  • Not recommended for advanced reasoning chains — use o3-mini instead

Llama 3.1 405B Quirks & Gotchas

  • Massive model — requires 8× A100 80GB for FP16 inference
  • Available via Together AI, Fireworks, and Bedrock as managed API