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Grok-2 vs Llama 3.1 405B Instruct

Grok-2 and Llama 3.1 405B Instruct are closely matched at 11.4 and 14.7 on the LLM Stats Score. Llama 3.1 405B Instruct is 4.5x cheaper per token.

xAI · Meta · Updated for 2026

Which is better?

Grok-2 and Llama 3.1 405B Instruct are closely matched on the overall LLM Stats Score at 11.4 and 14.7.

In the 5 individual benchmarks reported for both models, Grok-2 wins 4; this is a narrower head-to-head signal than the composite indexes.

On price, Llama 3.1 405B Instruct is roughly 4.5x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Grok-2

  • you value its reported benchmark strengths — it wins 4 of 5 exact shared results
  • you want the most recent training data — it shipped Aug 2024

Choose Llama 3.1 405B Instruct

  • cost matters — it's about 4.5x cheaper per token
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
11.4
#258
14.7
#233
11.4
#255
13.8
#233
9.2
#175
11.5
#154
Cost, coverage & limits
Benchmark wins
4 of 5
1 of 5
Input price
$2.00 / M
$0.89 / M
Output price
$10.00 / M
$0.89 / M
Context window
128,000
128,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Grok-2
Llama 3.1 405B Instruct
18.2#183
19.3#168
18.6#93
17.7#105
18.6#78
17.7#89
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

8 reported for Grok-2 · 18 for Llama 3.1 405B Instruct

5 shared

Grok-2 outperforms in 4 benchmarks (GPQA, MATH, MMLU, MMLU-Pro), while Llama 3.1 405B Instruct is better at 1 benchmark (HumanEval).

Grok-2 significantly outperforms across most benchmarks.

Wed Sep 16 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Llama 3.1 405B Instruct costs less

For input processing, Grok-2 ($2.00/1M tokens) is 2.2x more expensive than Llama 3.1 405B Instruct ($0.89/1M tokens).

For output processing, Grok-2 ($10.00/1M tokens) is 11.2x more expensive than Llama 3.1 405B Instruct ($0.89/1M tokens).

In conclusion, Grok-2 is more expensive than Llama 3.1 405B Instruct.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Wed Sep 16 2026 • llm-stats.com
xAI
Grok-2
Input tokens$2.00
Output tokens$10.00
Best providerxAI
Meta
Llama 3.1 405B Instruct
Input tokens$0.89
Output tokens$0.89
Best providerLambda
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Both models have the same input context window of 128,000 tokens. Llama 3.1 405B Instruct can generate longer responses up to 128,000 tokens, while Grok-2 is limited to 8,000 tokens.

xAI
Grok-2
Input128,000 tokens
Output8,000 tokens
Meta
Llama 3.1 405B Instruct
Input128,000 tokens
Output128,000 tokens
Wed Sep 16 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Grok-2 supports multimodal inputs, whereas Llama 3.1 405B Instruct does not.

Grok-2 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Grok-2

Text
Images
Audio
Video

Llama 3.1 405B Instruct

Text
Images
Audio
Video

License

Usage and distribution terms

Grok-2 is licensed under a proprietary license, while Llama 3.1 405B Instruct uses Llama 3.1 Community License.

License differences may affect how you can use these models in commercial or open-source projects.

Grok-2

Proprietary

Closed source

Llama 3.1 405B Instruct

Llama 3.1 Community License

Open weights

Release Timeline

When each model was launched

Grok-2 was released on 2024-08-13, while Llama 3.1 405B Instruct was released on 2024-07-23.

Grok-2 is 1 month newer than Llama 3.1 405B Instruct.

Grok-2

Aug 13, 2024

2.1 years ago

3w newer
Llama 3.1 405B Instruct

Jul 23, 2024

2.2 years ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Grok-2 is available from xAI. Llama 3.1 405B Instruct is available from Lambda, DeepInfra, Fireworks, Bedrock, Together, Hyperbolic, Google, Replicate.

Grok-2

xai logo
xAI
Input Price:Input: $2.00/1MOutput Price:Output: $10.00/1M

Llama 3.1 405B Instruct

lambda logo
Lambda
Input Price:Input: $0.89/1MOutput Price:Output: $0.89/1M
deepinfra logo
Deepinfra
Input Price:Input: $1.79/1MOutput Price:Output: $1.79/1M
fireworks logo
Fireworks
Input Price:Input: $3.00/1MOutput Price:Output: $3.00/1M
bedrock logo
AWS Bedrock
Input Price:Input: $3.00/1MOutput Price:Output: $3.00/1M
together logo
Together
Input Price:Input: $3.50/1MOutput Price:Output: $3.50/1M
hyperbolic logo
Hyperbolic
Input Price:Input: $4.00/1MOutput Price:Output: $4.00/1M
google logo
Google
Input Price:Input: $5.00/1MOutput Price:Output: $16.00/1M
replicate logo
Replicate
Input Price:Input: $9.50/1MOutput Price:Output: $9.50/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Grok-2 and Llama 3.1 405B Instruct side-by-side, then vote on the output you prefer.

Grok-2
✓ Preferred
Llama 3.1 405B Instruct
Open in Playground

FAQ

Common questions about Grok-2 vs Llama 3.1 405B Instruct.

Which is better, Grok-2 or Llama 3.1 405B Instruct?

Grok-2 and Llama 3.1 405B Instruct are closely matched on the LLM Stats Score at 11.4 and 14.7. Grok-2 is made by xAI and Llama 3.1 405B Instruct is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Grok-2 compare to Llama 3.1 405B Instruct in benchmarks?

Grok-2 scores DocVQA: 93.6%, HumanEval: 88.4%, MMLU: 87.5%, MATH: 76.1%, MMLU-Pro: 75.5%. Llama 3.1 405B Instruct scores ARC-C: 96.9%, GSM8k: 96.8%, API-Bank: 92.0%, Multilingual MGSM (CoT): 91.6%, HumanEval: 89.0%.

Is Grok-2 cheaper than Llama 3.1 405B Instruct?

Llama 3.1 405B Instruct is 2.2x cheaper for input tokens. Grok-2 costs $2.00/M input and $10.00/M output via xai. Llama 3.1 405B Instruct costs $0.89/M input and $0.89/M output via lambda.

What are the context window sizes for Grok-2 and Llama 3.1 405B Instruct?

Grok-2 supports 128K tokens and Llama 3.1 405B Instruct supports 128K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Grok-2 and Llama 3.1 405B Instruct?

Key differences include LLM Stats Score (11.4 vs 14.7), input pricing ($2.00 vs $0.89/M), multimodal support (yes vs no), licensing (Proprietary vs Llama 3.1 Community License). See the full comparison above for benchmark-by-benchmark results.

Who makes Grok-2 and Llama 3.1 405B Instruct?

Grok-2 is developed by xAI and Llama 3.1 405B Instruct is developed by Meta.