Compare · ModelsLive · 2 picked · head to head
Gemini 2.0 Flash vs Llama 3.1 405B
Side by side · benchmarks, pricing, and signals you can act on.
Winner summary
Gemini 2.0 Flash wins on 6/7 benchmarks
Gemini 2.0 Flash wins 6 of 7 shared benchmarks. Leads in knowledge · math · reasoning.
Category leads
knowledge·Gemini 2.0 Flashmath·Gemini 2.0 Flashreasoning·Gemini 2.0 Flashagentic·Gemini 2.0 Flashcoding·Gemini 2.0 Flash
Hype vs Reality
Attention vs performance
Gemini 2.0 Flash
#101 by perf·no signal
Llama 3.1 405B
#153 by perf·no signal
Best value
Gemini 2.0 Flash
Gemini 2.0 Flash
192.0 pts/$
$0.25/M
Llama 3.1 405B
—
no price
Vendor risk
Who is behind the model
Google DeepMind
$4.00T·Tier 1
Meta AI
$1.50T·Tier 1
Head to head
7 benchmarks · 2 models
Gemini 2.0 FlashLlama 3.1 405B
GPQA diamond
Gemini 2.0 Flash leads by +17.6
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
Gemini 2.0 Flash
52.2
Llama 3.1 405B
34.5
MATH level 5
Gemini 2.0 Flash leads by +32.4
MATH Level 5 · the hardest tier of the MATH benchmark, featuring competition-level problems from AMC, AIME, and Olympiad-style mathematics.
Gemini 2.0 Flash
82.2
Llama 3.1 405B
49.8
MMLU
Llama 3.1 405B leads by +6.4
Massive Multitask Language Understanding · 57 subjects spanning STEM, humanities, social sciences, and more. The standard benchmark for broad knowledge.
Gemini 2.0 Flash
72.9
Llama 3.1 405B
79.3
OTIS Mock AIME 2024-2025
Gemini 2.0 Flash leads by +21.4
OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
Gemini 2.0 Flash
31.0
Llama 3.1 405B
9.6
SimpleBench
Gemini 2.0 Flash leads by +9.7
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
Gemini 2.0 Flash
17.3
Llama 3.1 405B
7.6
The Agent Company
Gemini 2.0 Flash leads by +4.0
The Agent Company · tests AI agents on realistic corporate tasks like email management, code review, data analysis, and cross-tool workflows.
Gemini 2.0 Flash
11.4
Llama 3.1 405B
7.4
WeirdML
Gemini 2.0 Flash leads by +4.4
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
Gemini 2.0 Flash
25.8
Llama 3.1 405B
21.4
Full benchmark table
| Benchmark | Gemini 2.0 Flash | Llama 3.1 405B |
|---|---|---|
GPQA diamond Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs. | 52.2 | 34.5 |
MATH level 5 MATH Level 5 · the hardest tier of the MATH benchmark, featuring competition-level problems from AMC, AIME, and Olympiad-style mathematics. | 82.2 | 49.8 |
MMLU Massive Multitask Language Understanding · 57 subjects spanning STEM, humanities, social sciences, and more. The standard benchmark for broad knowledge. | 72.9 | 79.3 |
OTIS Mock AIME 2024-2025 OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills. | 31.0 | 9.6 |
SimpleBench SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking. | 17.3 | 7.6 |
The Agent Company The Agent Company · tests AI agents on realistic corporate tasks like email management, code review, data analysis, and cross-tool workflows. | 11.4 | 7.4 |
WeirdML WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns. | 25.8 | 21.4 |
Pricing · per 1M tokens · projected $/mo at 10M tokens
| Model | Input | Output | Context | Projected $/mo |
|---|---|---|---|---|
| $0.10 | $0.40 | 1.0M tokens (~500 books) | $1.75 | |
| — | — | — | — |
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