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GPT-5.5 Pro 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-5.5 Pro and Llama 3.1 405B.

OpenAI

GPT-5.5 Pro

GPT-5.5 Pro is OpenAI’s high-capability model optimized for deep reasoning and accuracy on complex, high-stakes workloads. It features a 1M+ token context window (922K input, 128K output) with support for...

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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-5.5 ProLlama 3.1 405B
ProviderOpenAIMeta
Context Window1,050,000 tokens131,072 tokens
Agent Suitability98/10090/100
Time to First Token (TTFT)450 ms550 ms
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-04-242024-07-23

API Pricing Comparison

Input Price per Million Tokens

GPT-5.5 Pro

$30.00

Llama 3.1 405B

$0.80

Output Price per Million Tokens

GPT-5.5 Pro

$180.00

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
9650.0%vsN/A
GPT-5.5 Pro
Llama 3.1 405B
HumanEvalPython coding & logic synthesis
9820.0%vsN/A
GPT-5.5 Pro
Llama 3.1 405B
MATHComplex mathematical problem solving
9600.0%vsN/A
GPT-5.5 Pro
Llama 3.1 405B
GPQAGraduate-level expert reasoning
8910.0%vsN/A
GPT-5.5 Pro
Llama 3.1 405B
HellaSwagCommonsense reasoning and inference
9940.0%vsN/A
GPT-5.5 Pro
Llama 3.1 405B
MT-BenchMulti-turn conversation flow quality
990.0%vsN/A
GPT-5.5 Pro
Llama 3.1 405B

GPT-5.5 Pro Quirks & Gotchas

  • Best-in-class instruction following for complex agentic chains
  • Premium pricing — use GPT-5 for cost-sensitive workloads

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