Model Comparison

Kimi K3 vs Llama 3.1 8B InstructWhich is better in 2026?

Kimi K3 significantly outperforms across most benchmarks. Llama 3.1 8B Instruct is 200.0x cheaper per token.

Verdict: Kimi K3 vs Llama 3.1 8B Instruct — which is better?

Kimi K3 (by Moonshot AI) and Llama 3.1 8B Instruct (by Meta) are two of the AI models people compare most. Here is how they stack up on benchmarks, price and capabilities, and which one to pick in 2026.

Kimi K3 outperforms in 1 benchmarks (GPQA), while Llama 3.1 8B Instruct is better at 0 benchmarks. Kimi K3 significantly outperforms across most benchmarks.

On price, Llama 3.1 8B Instruct is roughly 200.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Kimi K3 also accepts a larger context window (1,048,576 input tokens), making it the stronger choice for long documents and large codebases.

Choose Kimi K3 if…

  • you want the strongest raw capability — it leads on 1 of 1 shared benchmarks
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Jul 2026

Choose Llama 3.1 8B Instruct if…

  • cost matters — it's about 200.0x cheaper per token
  • you need open weights you can self-host or fine-tune

Performance Benchmarks

Comparative analysis across standard metrics

1 benchmarks

Kimi K3 outperforms in 1 benchmarks (GPQA), while Llama 3.1 8B Instruct is better at 0 benchmarks.

Kimi K3 significantly outperforms across most benchmarks.

Sun Jul 19 2026 • llm-stats.com

Arena Performance

Human preference votes

Pricing Analysis

Price comparison per million tokens

Llama 3.1 8B Instruct costs less

For input processing, Kimi K3 ($3.00/1M tokens) is 100.0x more expensive than Llama 3.1 8B Instruct ($0.03/1M tokens).

For output processing, Kimi K3 ($15.00/1M tokens) is 500.0x more expensive than Llama 3.1 8B Instruct ($0.03/1M tokens).

In conclusion, Kimi K3 is more expensive than Llama 3.1 8B Instruct.*

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

Lowest available price from all providers
Sun Jul 19 2026 • llm-stats.com
Moonshot AI
Kimi K3
Input tokens$3.00
Output tokens$15.00
Best providerUnknown Organization
Meta
Llama 3.1 8B Instruct
Input tokens$0.03
Output tokens$0.03
Best providerLambda
Notice missing or incorrect data?Start an Issue

Model Size

Parameter count comparison

2792.0B diff

Kimi K3 has 2792.0B more parameters than Llama 3.1 8B Instruct, making it 34900.0% larger.

Moonshot AI
Kimi K3
2.8Tparameters
Meta
Llama 3.1 8B Instruct
8.0Bparameters
2800.0B
Kimi K3
8.0B
Llama 3.1 8B Instruct

Context Window

Maximum input and output token capacity

Kimi K3 accepts 1,048,576 input tokens compared to Llama 3.1 8B Instruct's 131,072 tokens. Kimi K3 can generate longer responses up to 1,048,576 tokens, while Llama 3.1 8B Instruct is limited to 131,072 tokens.

Moonshot AI
Kimi K3
Input1,048,576 tokens
Output1,048,576 tokens
Meta
Llama 3.1 8B Instruct
Input131,072 tokens
Output131,072 tokens
Sun Jul 19 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Kimi K3 supports multimodal inputs, whereas Llama 3.1 8B Instruct does not.

Kimi K3 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Kimi K3

Text
Images
Audio
Video

Llama 3.1 8B Instruct

Text
Images
Audio
Video

Release Timeline

When each model was launched

Kimi K3 was released on 2026-07-16, while Llama 3.1 8B Instruct was released on 2024-07-23.

Kimi K3 is 24 months newer than Llama 3.1 8B Instruct.

Kimi K3

Jul 16, 2026

3 days ago

2.0yr newer
Llama 3.1 8B Instruct

Jul 23, 2024

2.0 years ago

Knowledge Cutoff

When training data ends

Llama 3.1 8B Instruct has a documented knowledge cutoff of 2023-12-31, while Kimi K3's cutoff date is not specified.

We can confirm Llama 3.1 8B Instruct's training data extends to 2023-12-31, but cannot make a direct comparison without Kimi K3's cutoff date.

Kimi K3

Llama 3.1 8B Instruct

Dec 2023

Provider Availability

Kimi K3 is available from Moonshot AI. Llama 3.1 8B Instruct is available from Lambda, DeepInfra, Groq, Sambanova, Cerebras, Hyperbolic, Together, Fireworks, Bedrock.

Kimi K3

moonshot logo
Unknown Organization
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M

Llama 3.1 8B Instruct

lambda logo
Lambda
Input Price:Input: $0.03/1MOutput Price:Output: $0.03/1M
deepinfra logo
Deepinfra
Input Price:Input: $0.05/1MOutput Price:Output: $0.05/1M
groq logo
Groq
Input Price:Input: $0.05/1MOutput Price:Output: $0.08/1M
sambanova logo
Sambanova
Input Price:Input: $0.10/1MOutput Price:Output: $0.20/1M
cerebras logo
Cerebras
Input Price:Input: $0.10/1MOutput Price:Output: $0.10/1M
hyperbolic logo
Hyperbolic
Input Price:Input: $0.10/1MOutput Price:Output: $0.10/1M
together logo
Together
Input Price:Input: $0.20/1MOutput Price:Output: $0.20/1M
fireworks logo
Fireworks
Input Price:Input: $0.20/1MOutput Price:Output: $0.20/1M
bedrock logo
AWS Bedrock
Input Price:Input: $0.22/1MOutput Price:Output: $0.22/1M
* Prices shown are per million tokens

Outputs Comparison

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Key Takeaways

Larger context window (1,048,576 tokens)
Supports multimodal inputs
Higher GPQA score (93.5% vs 30.4%)
Less expensive input tokens
Less expensive output tokens

Detailed Comparison

Interactive Arena

Judge for yourself.

Run your own prompts against Kimi K3 and Llama 3.1 8B Instruct side-by-side, then vote on the output you prefer.

Kimi K3
✓ Preferred
Llama 3.1 8B Instruct
Open in Playground
AI Model Comparison Table
Feature
Moonshot AI
Kimi K3
Meta
Llama 3.1 8B Instruct

FAQ

Common questions about Kimi K3 vs Llama 3.1 8B Instruct.

Which is better, Kimi K3 or Llama 3.1 8B Instruct?

Kimi K3 significantly outperforms across most benchmarks. Kimi K3 is made by Moonshot AI and Llama 3.1 8B Instruct is made by Meta. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does Kimi K3 compare to Llama 3.1 8B Instruct in benchmarks?

Kimi K3 scores MathVision: 97.8%, DeepSearchQA: 95.0%, GPQA: 93.5%, CharXiv-R: 91.3%, BrowseComp: 91.2%. Llama 3.1 8B Instruct scores GSM-8K (CoT): 84.5%, ARC-C: 83.4%, API-Bank: 82.6%, IFEval: 80.4%, BFCL: 76.1%.

Is Kimi K3 cheaper than Llama 3.1 8B Instruct?

Llama 3.1 8B Instruct is 100.0x cheaper for input tokens. Kimi K3 costs $3.00/M input and $15.00/M output via moonshot. Llama 3.1 8B Instruct costs $0.03/M input and $0.03/M output via lambda.

What are the context window sizes for Kimi K3 and Llama 3.1 8B Instruct?

Kimi K3 supports 1.0M tokens and Llama 3.1 8B Instruct supports 131K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Kimi K3 and Llama 3.1 8B Instruct?

Key differences include context window (1.0M vs 131K), input pricing ($3.00 vs $0.03/M), multimodal support (yes vs no), licensing (Unknown vs Llama 3.1 Community License). See the full comparison above for benchmark-by-benchmark results.

Who makes Kimi K3 and Llama 3.1 8B Instruct?

Kimi K3 is developed by Moonshot AI and Llama 3.1 8B Instruct is developed by Meta.