Kimi K3.1 Pro vs GPT-6 Astra (Max)Benchmark Comparison 2026

Objective comparison based on public benchmarks updated weekly: Intelligence Index, Chatbot Arena ELO, pricing and speed.

Overall winner (2026)

GPT-6 Astra (Max)

4 of 7 criteria won

Kimi

Kimi K3.1 Pro

Intelligence Index

55.1

3 criteria won

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OpenAI

GPT-6 Astra (Max)

Winner

ELO Arena

1476

Intelligence Index

52.7

Coding Index

76.9

4 criteria won

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Detailed Comparison

CritérioKimi K3.1 ProGPT-6 Astra (Max)
Chatbot Arena ELO—1476 ✓
Intelligence Index (AA)55.1 ✓52.7
Coding Index (AA)—76.9 ✓
Input price ($/1M tok)$2.00 ✓$10.00
Output price ($/1M tok)$10.00 ✓$50.00
Context window—1.1M tokens ✓
Speed (tokens/s)41 tok/s61 tok/s ✓

✓ = winner in this criterion • Source: Artificial Analysis, LMArena, official APIs • Updated weekly

Technical Specifications

Kimi K3.1 Pro

Company
Kimi
Input ($/1M tok)
$2.00
Output ($/1M tok)
$10.00
Speed
41 tok/s
Release
Oct 2026
Multimodal
No
Open Source
No

GPT-6 Astra (Max)

Company
OpenAI
Context window
1.1M tokens
Input ($/1M tok)
$10.00
Output ($/1M tok)
$50.00
Speed
61 tok/s
Release
Sep 2026
Multimodal
No
Open Source
No

When to use Kimi K3.1 Pro vs GPT-6 Astra (Max)?

Choosing between Kimi K3.1 Pro and GPT-6 Astra (Max) depends on your use case, budget and technical requirements. Below, a practical guide based on benchmark data and each model's specifications.

Use Kimi K3.1 Pro when:

Kimi · Text

  • →API integration in SaaS applications — direct API access with documented SLA
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Use GPT-6 Astra (Max) when:

OpenAI · Text

  • →Critical tasks where maximum quality justifies premium cost — ideal for one-off high-value decisions
  • →Long document analysis — 1.1M tokens context window allows processing books, legal databases and extensive logs
  • →AI agents with tool calling — workflow automation, external API integration and data pipelines
  • →API integration in SaaS applications — direct API access with documented SLA
View full GPT-6 Astra (Max) profile →
SWEN Verdict: GPT-6 Astra (Max) wins in more objective criteria in this comparison (4 vs 3). For most use cases, GPT-6 Astra (Max) offers better aggregate performance — but Kimi K3.1 Pro may be preferable if your project prioritizes api integration in saas applications.

Frequently Asked Questions

Kimi K3.1 Pro or GPT-6 Astra (Max): which is better?

GPT-6 Astra (Max) wins in 4 of 7 criteria analyzed. Check the full table to choose based on your use case.

Where does this benchmark data come from?

Data is aggregated from Artificial Analysis (Intelligence Index, Coding Index) and Chatbot Arena/LMArena (ELO). Pricing and specs come from official APIs. Updated weekly.

What is the Intelligence Index?

The Intelligence Index is an aggregate score from Artificial Analysis that combines multiple academic benchmarks (MMLU, GPQA, LiveBench, etc.) into a single rating. The higher the score, the more capable the model is at reasoning tasks.

Is Kimi K3.1 Pro cheaper than GPT-6 Astra (Max)?

Yes. Kimi K3.1 Pro costs $2/1M input tokens, while GPT-6 Astra (Max) costs $10/1M tokens — 400% more expensive. For high-volume projects, Kimi K3.1 Pro represents significant savings. Total cost also depends on output pricing and your application's usage pattern.

Kimi K3.1 Pro or GPT-6 Astra (Max): which has a larger context window?

GPT-6 Astra (Max) has a context window of 1.1M tokens. Context window data for Kimi K3.1 Pro is not publicly available.

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