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GPT-6 Luna vs Grok Code Fast 1

GPT-6 Luna leads the LLM Stats Score 44.5 to 20.7. GPT-6 Luna is 2.6x cheaper per token.

OpenAI · xAI · Updated for 2026

Which is better?

GPT-6 Luna leads the overall LLM Stats Score 44.5 to 20.7, ranking #41 overall.

On price, GPT-6 Luna is roughly 2.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Luna 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 Luna

  • overall performance matters — it scores 44.5 and ranks #41 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • cost matters — it's about 2.6x cheaper per token
  • 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 Grok Code Fast 1

  • you want predictable pricing at $0.20/M input and $1.50/M output

At a glance

The differences that matter most.

Core performance indexes
44.5
#41
20.7
#198
40.0
#58
20.6
#191
31.4
#47
12.9
#146
Cost, coverage & limits
Benchmark wins
Input price
$0.10 / M
$0.20 / M
Output price
$0.50 / M
$1.50 / M
Context window
1,050,000
256,000

Individual benchmarks

5 reported for GPT-6 Luna · 1 for Grok Code Fast 1

No common benchmarks found

GPT-6 Luna and Grok Code Fast 1don't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GPT-6 Luna costs less

For input processing, GPT-6 Luna ($0.10/1M tokens) is 2.0x cheaper than Grok Code Fast 1 ($0.20/1M tokens).

For output processing, GPT-6 Luna ($0.50/1M tokens) is 3.0x cheaper than Grok Code Fast 1 ($1.50/1M tokens).

In conclusion, Grok Code Fast 1 is more expensive than GPT-6 Luna.*

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

Lowest available price from all providers
Wed Sep 23 2026 • llm-stats.com
OpenAI
GPT-6 Luna
Input tokens$0.10
Output tokens$0.50
Best providerOpenAI
xAI
Grok Code Fast 1
Input tokens$0.20
Output tokens$1.50
Best providerxAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Luna accepts 1,050,000 input tokens compared to Grok Code Fast 1's 256,000 tokens. GPT-6 Luna can generate longer responses up to 128,000 tokens, while Grok Code Fast 1 is limited to 10,000 tokens.

OpenAI
GPT-6 Luna
Input1,050,000 tokens
Output128,000 tokens
xAI
Grok Code Fast 1
Input256,000 tokens
Output10,000 tokens
Wed Sep 23 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-6 Luna supports multimodal inputs, whereas Grok Code Fast 1 does not.

GPT-6 Luna can handle both text and other forms of data like images, making it suitable for multimodal applications.

GPT-6 Luna

Text
Images
Audio
Video

Grok Code Fast 1

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

GPT-6 Luna

Proprietary

Closed source

Grok Code Fast 1

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-6 Luna was released on 2026-09-22, while Grok Code Fast 1 was released on 2025-08-28.

GPT-6 Luna is 13 months newer than Grok Code Fast 1.

GPT-6 Luna

Sep 22, 2026

0 days ago

1.1yr newer
Grok Code Fast 1

Aug 28, 2025

1.1 years ago

Knowledge Cutoff

When training data ends

GPT-6 Luna has a documented knowledge cutoff of 2026-05-18, while Grok Code Fast 1's cutoff date is not specified.

We can confirm GPT-6 Luna's training data extends to 2026-05-18, but cannot make a direct comparison without Grok Code Fast 1's cutoff date.

GPT-6 Luna

May 2026

Grok Code Fast 1

Provider Availability

GPT-6 Luna is available from OpenAI. Grok Code Fast 1 is available from xAI.

GPT-6 Luna

openai logo
OpenAI
Input Price:Input: $0.10/1MOutput Price:Output: $0.50/1M

Grok Code Fast 1

xai logo
xAI
Input Price:Input: $0.20/1MOutput Price:Output: $1.50/1M
* 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 GPT-6 Luna and Grok Code Fast 1 side-by-side, then vote on the output you prefer.

GPT-6 Luna
✓ Preferred
Grok Code Fast 1
Open in Playground

FAQ

Common questions about GPT-6 Luna vs Grok Code Fast 1.

Which is better, GPT-6 Luna or Grok Code Fast 1?

GPT-6 Luna leads the LLM Stats Score 44.5 to 20.7. GPT-6 Luna is made by OpenAI and Grok Code Fast 1 is made by xAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-6 Luna compare to Grok Code Fast 1 in benchmarks?

GPT-6 Luna scores DeepSWE 1.1: 66.6%, OSWorld 2.0: 52.7%, Agents' Last Exam: 50.9%, FrontierCode 1.1: 42.4%, AutomationBench v1.0.6: 20.7%. Grok Code Fast 1 scores SWE-Bench Verified: 70.8%.

Is GPT-6 Luna cheaper than Grok Code Fast 1?

GPT-6 Luna is 2.0x cheaper for input tokens. GPT-6 Luna costs $0.10/M input and $0.50/M output via openai. Grok Code Fast 1 costs $0.20/M input and $1.50/M output via xai.

What are the context window sizes for GPT-6 Luna and Grok Code Fast 1?

GPT-6 Luna supports 1.1M tokens and Grok Code Fast 1 supports 256K 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 Luna and Grok Code Fast 1?

Key differences include LLM Stats Score (44.5 vs 20.7), context window (1.1M vs 256K), input pricing ($0.10 vs $0.20/M), multimodal support (yes vs no). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6 Luna and Grok Code Fast 1?

GPT-6 Luna is developed by OpenAI and Grok Code Fast 1 is developed by xAI.