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GPT-6 Astra vs Kimi K2.7 Code

GPT-6 Astra leads the LLM Stats Score 59.6 to 39.4. Kimi K2.7 Code is 14.7x cheaper per token.

OpenAI · Moonshot AI · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 59.6 to 39.4, ranking #1 overall.

In the 2 individual benchmarks reported for both models, GPT-6 Astra wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Kimi K2.7 Code is roughly 14.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Astra also accepts a larger context window (1,050,000 input tokens), making it the stronger choice for long documents and large codebases.

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

Choose GPT-6 Astra

  • overall performance matters — it scores 59.6 and ranks #1 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

Choose Kimi K2.7 Code

  • cost matters — it's about 14.7x 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
59.6
#1
39.4
#59
57.5
#1
34.3
#89
48.5
#1
30.7
#49
45.7
#1
27.0
#46
Cost, coverage & limits
Benchmark wins
2 of 2
0 of 2
Input price
$10.00 / M
$0.68 / M
Output price
$50.00 / M
$3.40 / M
Context window
1,050,000
262,144

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT-6 Astra
Kimi K2.7 Code
35.6#1
24.0#40
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

22 reported for GPT-6 Astra · 9 for Kimi K2.7 Code

2 shared

GPT-6 Astra outperforms in 2 benchmarks (DeepSWE 1.1, FrontierCode 1.1), while Kimi K2.7 Code is better at 0 benchmarks.

GPT-6 Astra significantly outperforms across most benchmarks.

Sun Sep 20 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Kimi K2.7 Code costs less

For input processing, GPT-6 Astra ($10.00/1M tokens) is 14.7x more expensive than Kimi K2.7 Code ($0.68/1M tokens).

For output processing, GPT-6 Astra ($50.00/1M tokens) is 14.7x more expensive than Kimi K2.7 Code ($3.40/1M tokens).

In conclusion, GPT-6 Astra is more expensive than Kimi K2.7 Code.*

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

Lowest available price from all providers
Sun Sep 20 2026 • llm-stats.com
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Moonshot AI
Kimi K2.7 Code
Input tokens$0.68
Output tokens$3.40
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to Kimi K2.7 Code's 262,144 tokens. Kimi K2.7 Code can generate longer responses up to 262,144 tokens, while GPT-6 Astra is limited to 128,000 tokens.

OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Moonshot AI
Kimi K2.7 Code
Input262,144 tokens
Output262,144 tokens
Sun Sep 20 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-6 Astra and Kimi K2.7 Code support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

GPT-6 Astra

Text
Images
Audio
Video

Kimi K2.7 Code

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-6 Astra is licensed under a proprietary license, while Kimi K2.7 Code uses Modified MIT License.

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

GPT-6 Astra

Proprietary

Closed source

Kimi K2.7 Code

Modified MIT License

Open weights

Release Timeline

When each model was launched

GPT-6 Astra was released on 2026-09-04, while Kimi K2.7 Code was released on 2026-06-12.

GPT-6 Astra is 3 months newer than Kimi K2.7 Code.

GPT-6 Astra

Sep 4, 2026

2 weeks ago

2mo newer
Kimi K2.7 Code

Jun 12, 2026

3 months ago

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while Kimi K2.7 Code's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without Kimi K2.7 Code's cutoff date.

GPT-6 Astra

Apr 2026

Kimi K2.7 Code

Provider Availability

GPT-6 Astra is available from OpenAI. Kimi K2.7 Code is available from DeepInfra, Fireworks, Moonshot AI, Novita, Together.

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M

Kimi K2.7 Code

deepinfra logo
Deepinfra
Input Price:Input: $0.68/1MOutput Price:Output: $3.40/1M
fireworks logo
Fireworks
Input Price:Input: $0.95/1MOutput Price:Output: $4.00/1M
moonshot logo
Unknown Organization
Input Price:Input: $0.95/1MOutput Price:Output: $4.00/1M
novita logo
Novita
Input Price:Input: $0.95/1MOutput Price:Output: $4.00/1M
together logo
Together
Input Price:Input: $0.95/1MOutput Price:Output: $4.00/1M
* 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 GPT-6 Astra and Kimi K2.7 Code side-by-side, then vote on the output you prefer.

GPT-6 Astra
✓ Preferred
Kimi K2.7 Code
Open in Playground

FAQ

Common questions about GPT-6 Astra vs Kimi K2.7 Code.

Which is better, GPT-6 Astra or Kimi K2.7 Code?

GPT-6 Astra leads the LLM Stats Score 59.6 to 39.4. GPT-6 Astra is made by OpenAI and Kimi K2.7 Code is made by Moonshot AI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-6 Astra compare to Kimi K2.7 Code in benchmarks?

GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%. Kimi K2.7 Code scores MCP-Mark: 81.1%, MCP Atlas: 76.0%, LiveBench: 71.9%, Kimi Code Bench v2: 62.0%, Program Bench: 53.6%.

Is GPT-6 Astra cheaper than Kimi K2.7 Code?

Kimi K2.7 Code is 14.7x cheaper for input tokens. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai. Kimi K2.7 Code costs $0.68/M input and $3.40/M output via deepinfra.

What are the context window sizes for GPT-6 Astra and Kimi K2.7 Code?

GPT-6 Astra supports 1.1M tokens and Kimi K2.7 Code supports 262K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-6 Astra and Kimi K2.7 Code?

Key differences include LLM Stats Score (59.6 vs 39.4), context window (1.1M vs 262K), input pricing ($10.00 vs $0.68/M), licensing (Proprietary vs Modified MIT License). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6 Astra and Kimi K2.7 Code?

GPT-6 Astra is developed by OpenAI and Kimi K2.7 Code is developed by Moonshot AI.