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GPT-5 Pro vs Llama 3.1 8B Instruct (Comparative Analysis)

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Comparative Analysis: GPT-5 Pro vs. Llama 3.1 8B Instruct
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Overview

Llama 3.1 8B Instruct was released 1 year before GPT-5 Pro.
GPT-5 ProGPT-5 Pro
Llama 3.1 8B InstructLlama 3.1 8B Instruct
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
400K
tokens
131.1K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
128K
tokens
131.1K
tokens
Release Date
When this model first became publicly available
October 6th, 2025
July 23rd, 2024
Knowledge Cutoff
Latest training-data date reported by the provider
September 30, 2024
December 31, 2023

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
GPT-5 Pro
Llama 3.1 8B Instruct
Input Types
Supported input formats
🖼️Image📝Text📁File
📝Text
Reasoning Controls
Defaults and configurable reasoning effort
Always enabledEffort: HighDefault: High
Not reported
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
ProprietaryAvailable on HuggingFace →

Pricing

GPT-5 Pro is roughly 300.0x more expensive compared to Llama 3.1 8B Instruct for input tokens and roughly 1500.0x more expensive for output tokens.
GPT-5 ProGPT-5 Pro
Llama 3.1 8B InstructLlama 3.1 8B Instruct
Input Token Cost
Cost per million input tokens
$15.00
per million tokens
$0.05
per million tokens
Output Token Cost
Cost per million output tokens
$120.00
per million tokens
$0.08
per million tokens
Web Search Cost
Additional cost for each web search operation
$0.01
per search
Not specified
Cache Read Cost
Cost to reuse cached input tokens
Not specified
$0.02
per million tokens

Benchmarks

Compare relevant benchmarks between GPT-5 Pro and Llama 3.1 8B Instruct.
GPT-5 ProGPT-5 Pro
Llama 3.1 8B InstructLlama 3.1 8B Instruct
Intelligence Index
Overall model quality across independent evaluations
Benchmark not available.
7.6
(Artificial Analysis index; higher is better)
Coding Index
Programming performance across independent evaluations
Benchmark not available.
5.4
(Artificial Analysis index; higher is better)
Agentic Index
Ability to complete multi-step agentic tasks
Benchmark not available.
0.5
(Artificial Analysis index; higher is better)

At a Glance

Quick overview of what makes GPT-5 Pro and Llama 3.1 8B Instruct unique.
OpenAI logoGPT-5 Pro by OpenAI understands both text and images, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 400K token context window. Premium pricing at $15.00/M input and $120.00/M output tokens. Includes built-in content moderation for safer outputs. Released October 6th, 2025.
Meta logoLlama 3.1 8B Instruct by Meta can use external tools and APIs, generates structured data. It can handle standard conversations with its 131.1K token context window. Very affordable at $0.05/M input and $0.08/M output tokens. Released July 23rd, 2024.

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