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gpt-oss-120b vs Llama 3.1 405B (base) (Comparative Analysis)

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Comparative Analysis: gpt-oss-120b vs. Llama 3.1 405B (base)
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Overview

Llama 3.1 405B (base) was released 1 year before gpt-oss-120b.
gpt-oss-120bgpt-oss-120b
Llama 3.1 405B (base)Llama 3.1 405B (base)
Model Provider
The organization behind this AI's development
OpenAI logoOpenAI
Meta logoMeta
Input Context Window
Maximum input tokens this model can process at once
131K
tokens
32.8K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
131K
tokens
Not specified
tokens
Release Date
When this model first became publicly available
August 5th, 2025
August 2nd, 2024

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
gpt-oss-120b
Llama 3.1 405B (base)
Input Types
Supported input formats
📝Text
📝Text
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
GPTLlama3
Key Features
Advanced capabilities
Function CallingStructured OutputReasoning ModeContent Moderation
Function CallingStructured OutputReasoning ModeContent Moderation
Open Source
Model availability
Available on HuggingFace →Available on HuggingFace →

Pricing

gpt-oss-120b is roughly 0.04x less expensive compared to Llama 3.1 405B (base) for input tokens and roughly 0.1x less expensive for output tokens.
gpt-oss-120bgpt-oss-120b
Llama 3.1 405B (base)Llama 3.1 405B (base)
Input Token Cost
Cost per million input tokens
$0.07
per million tokens
$2.00
per million tokens
Output Token Cost
Cost per million outut tokens
$0.28
per million tokens
$2.00
per million tokens

Benchmarks

Compare relevant benchmarks between gpt-oss-120b and Llama 3.1 405B (base).
gpt-oss-120bgpt-oss-120b
Llama 3.1 405B (base)Llama 3.1 405B (base)
MMLU
Measures knowledge across 57 subjects like law, math, history, and science
Benchmark not available.
Benchmark not available.
MMMU
Measures understanding of combined text and images across various domains
Benchmark not available.
Benchmark not available.
HellaSwag
Measures common sense reasoning by having models complete sentences about everyday situations
Benchmark not available.
Benchmark not available.

At a Glance

Quick overview of what makes gpt-oss-120b and Llama 3.1 405B (base) unique.
OpenAI logogpt-oss-120b by OpenAI can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 131K token context window. Very affordable at $0.07/M input and $0.28/M output tokens. Released August 5th, 2025.
Meta logoLlama 3.1 405B (base) by Meta is a text-based AI model. It can handle standard conversations with its 32.8K token context window. Reasonably priced at $2.00/M input and $2.00/M output tokens. Released August 2nd, 2024.

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