Compare/GPT-4o (ChatGPT) vs Llama 3.1 Instruct 405B

GPT-4o (ChatGPT)vsLlama 3.1 Instruct 405B

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

OpenAI

GPT-4o (ChatGPT)

Input
$0/M
Output
$0/M
Speed
TTFT
Meta

Llama 3.1 Instruct 405B

Input
$2.75/M
Output
$6.5/M
Speed
31 tok/s
TTFT
0.47s

Winner by Category

Cheaper
GPT-4o (ChatGPT)
Faster (tok/s)
Llama 3.1 Instruct 405B
Lower Latency
GPT-4o (ChatGPT)
Benchmarks (3-9)
Llama 3.1 Instruct 405B

Pricing Comparison

MetricGPT-4o (ChatGPT)Llama 3.1 Instruct 405B
Input ($/M tokens)$0$2.75
Output ($/M tokens)$0$6.5
Cost for 1M input + 100K output tokens:
GPT-4o (ChatGPT)$0.00
Llama 3.1 Instruct 405B$3.40

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-4o (ChatGPT)
Llama 3.1 Instruct 405B
31 tok/s
Time to First Token (seconds) — lower is better
GPT-4o (ChatGPT)
Llama 3.1 Instruct 405B
0.47s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
14.117.4
Coding Index
14.5
Math Index
3.0
GPQA Diamond
51.1%51.5%
MMLU-Pro
77.3%73.2%
LiveCodeBench
30.5%
AIME 2025
3.0%
MATH-500
79.7%70.3%
Humanity's Last Exam
3.7%4.2%
SciCode
33.4%29.9%
IFBench
39.0%
TerminalBench
6.8%
GPT-4o (ChatGPT)3 wins
9 winsLlama 3.1 Instruct 405B

Frequently Asked Questions

Which is cheaper, GPT-4o (ChatGPT) or Llama 3.1 Instruct 405B?

GPT-4o (ChatGPT) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.00/M tokens vs $3.69/M for Llama 3.1 Instruct 405B.

Which model performs better on benchmarks?

Llama 3.1 Instruct 405B wins 9 out of 12 benchmarks compared to 3 for GPT-4o (ChatGPT). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Llama 3.1 Instruct 405B generates tokens faster at 31 tok/s vs 0 tok/s. GPT-4o (ChatGPT) also has lower time-to-first-token (0.00s vs 0.47s).

When should I use GPT-4o (ChatGPT) vs Llama 3.1 Instruct 405B?

Choose based on your priorities: GPT-4o (ChatGPT) for lower cost, Llama 3.1 Instruct 405B for stronger benchmark performance, and Llama 3.1 Instruct 405B for faster generation. For latency-sensitive apps, check the TTFT comparison above.