Compare · ModelsLive · 3 picked · head to head
GPT-4 Turbo vs GPT-4 Turbo (batch) vs Llama 3.1 405B
Side by side · benchmarks, pricing, and signals you can act on.
Winner summary
GPT-4 Turbo wins on 10/17 benchmarks
GPT-4 Turbo wins 10 of 17 shared benchmarks. Leads in general.
Category leads
reasoning·Llama 3.1 405Bgeneral·GPT-4 Turboknowledge·Llama 3.1 405Bmath·Llama 3.1 405Bcoding·Llama 3.1 405B
Hype vs Reality
Attention vs performance
GPT-4 Turbo
#206 by perf·no signal
GPT-4 Turbo (batch)
#190 by perf·no signal
Llama 3.1 405B
#222 by perf·no signal
Best value
GPT-4 Turbo (batch)
2.1x better value than GPT-4 Turbo
GPT-4 Turbo
2.0 pts/$
$20.00/M
GPT-4 Turbo (batch)
4.2 pts/$
$10.00/M
Llama 3.1 405B
n/a
no price
Vendor risk
Who is behind the model
OpenAI
$840.0B·Tier 1
OpenAI
$840.0B·Tier 1
Meta AI
$1.62T·Tier 1
Head to head
17 benchmarks · 3 models
GPT-4 TurboGPT-4 Turbo (batch)Llama 3.1 405B
BBH
Llama 3.1 405B leads by +10.4
BIG-Bench Hard · a curated subset of 23 challenging tasks from BIG-Bench where language models previously failed to outperform average humans.
GPT-4 Turbo
66.8
GPT-4 Turbo (batch)
66.8
Llama 3.1 405B
77.2
Dtbench
GPT-4 Turbo
37.8
GPT-4 Turbo (batch)
37.8
Llama 3.1 405B
35.6
GPQA diamond
Llama 3.1 405B leads by +28.1
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
GPT-4 Turbo
7.8
GPT-4 Turbo (batch)
7.8
Llama 3.1 405B
36.0
HellaSwag
HellaSwag · tests commonsense reasoning by asking models to predict the most plausible continuation of everyday scenarios.
GPT-4 Turbo
93.7
GPT-4 Turbo (batch)
93.7
Llama 3.1 405B
85.6
MATH level 5
Llama 3.1 405B leads by +26.8
MATH Level 5 · the hardest tier of the MATH benchmark, featuring competition-level problems from AMC, AIME, and Olympiad-style mathematics.
GPT-4 Turbo
23.0
GPT-4 Turbo (batch)
23.0
Llama 3.1 405B
49.8
MMLU
Llama 3.1 405B leads by +2.8
Massive Multitask Language Understanding · 57 subjects spanning STEM, humanities, social sciences, and more. The standard benchmark for broad knowledge.
GPT-4 Turbo
76.5
GPT-4 Turbo (batch)
76.5
Llama 3.1 405B
79.3
OTIS Mock AIME 2024-2025
Llama 3.1 405B leads by +8.6
OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
GPT-4 Turbo
1.0
GPT-4 Turbo (batch)
1.0
Llama 3.1 405B
9.6
SimpleBench
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
GPT-4 Turbo
10.1
GPT-4 Turbo (batch)
10.1
Llama 3.1 405B
7.6
TriviaQA
TriviaQA · reading comprehension benchmark with trivia questions, requiring models to find and reason over evidence from provided documents.
GPT-4 Turbo
84.8
GPT-4 Turbo (batch)
84.8
Llama 3.1 405B
82.7
WeirdML
Llama 3.1 405B leads by +9.0
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
GPT-4 Turbo
12.4
GPT-4 Turbo (batch)
12.4
Llama 3.1 405B
21.4
Winogrande
Llama 3.1 405B leads by +3.4
WinoGrande · large-scale commonsense reasoning benchmark where models must resolve ambiguous pronouns in carefully constructed sentence pairs.
GPT-4 Turbo
75.0
GPT-4 Turbo (batch)
75.0
Llama 3.1 405B
78.4
CMMLU
GPT-4 Turbo
71.0
GPT-4 Turbo (batch)
71.0
FrontierMath-Tiers-1-3-v2-Private
GPT-4 Turbo
0.7
GPT-4 Turbo (batch)
0.7
GSM8K
Grade School Math 8K · 8,500 linguistically diverse grade-school math word problems that require multi-step reasoning to solve.
GPT-4 Turbo
90.0
GPT-4 Turbo (batch)
90.0
Lmca
GPT-4 Turbo
20.1
GPT-4 Turbo (batch)
20.1
Metr Time Horizons
GPT-4 Turbo
36.1
GPT-4 Turbo (batch)
36.1
Mystery Game Puzzles
GPT-4 Turbo
3.1
GPT-4 Turbo (batch)
3.1
Full benchmark table
| Benchmark | GPT-4 Turbo | GPT-4 Turbo (batch) | Llama 3.1 405B |
|---|---|---|---|
BBH BIG-Bench Hard · a curated subset of 23 challenging tasks from BIG-Bench where language models previously failed to outperform average humans. | 66.8 | 66.8 | 77.2 |
Dtbench | 37.8 | 37.8 | 35.6 |
GPQA diamond Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs. | 7.8 | 7.8 | 36.0 |
HellaSwag HellaSwag · tests commonsense reasoning by asking models to predict the most plausible continuation of everyday scenarios. | 93.7 | 93.7 | 85.6 |
MATH level 5 MATH Level 5 · the hardest tier of the MATH benchmark, featuring competition-level problems from AMC, AIME, and Olympiad-style mathematics. | 23.0 | 23.0 | 49.8 |
MMLU Massive Multitask Language Understanding · 57 subjects spanning STEM, humanities, social sciences, and more. The standard benchmark for broad knowledge. | 76.5 | 76.5 | 79.3 |
OTIS Mock AIME 2024-2025 OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills. | 1.0 | 1.0 | 9.6 |
SimpleBench SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking. | 10.1 | 10.1 | 7.6 |
TriviaQA TriviaQA · reading comprehension benchmark with trivia questions, requiring models to find and reason over evidence from provided documents. | 84.8 | 84.8 | 82.7 |
WeirdML WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns. | 12.4 | 12.4 | 21.4 |
Winogrande WinoGrande · large-scale commonsense reasoning benchmark where models must resolve ambiguous pronouns in carefully constructed sentence pairs. | 75.0 | 75.0 | 78.4 |
CMMLU | 71.0 | 71.0 | n/a |
FrontierMath-Tiers-1-3-v2-Private | 0.7 | 0.7 | n/a |
GSM8K Grade School Math 8K · 8,500 linguistically diverse grade-school math word problems that require multi-step reasoning to solve. | 90.0 | 90.0 | n/a |
Lmca | 20.1 | 20.1 | n/a |
Metr Time Horizons | 36.1 | 36.1 | n/a |
Mystery Game Puzzles | 3.1 | 3.1 | n/a |
Pricing · per 1M tokens · projected $/mo at 10M tokens
| Model | Input | Output | Context | Projected $/mo |
|---|---|---|---|---|
| $10.00 | $30.00 | 128K tokens (~64 books) | $150.00 | |
| $5.00 | $15.00 | 128K tokens (~64 books) | $75.00 | |
| n/a | n/a | n/a | n/a |