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GPT-5.6 Luna vs Grok 4.6

GPT-5.6 Luna and Grok 4.6 are closely matched at 45.3 and 47.1 on the LLM Stats Score. GPT-5.6 Luna is 6.7x cheaper per token.

OpenAI · xAI · Updated for 2026

Which is better?

GPT-5.6 Luna and Grok 4.6 are closely matched on the overall LLM Stats Score at 45.3 and 47.1.

The models split the 2 individual benchmarks reported for both models evenly.

On price, GPT-5.6 Luna is roughly 6.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.6 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-5.6 Luna

  • cost matters — it's about 6.7x cheaper per token
  • you process long inputs — it offers a 1,050,000 token context window

Choose Grok 4.6

  • your work emphasizes reasoning and agents — it leads those capability indexes
  • you want the most recent training data — it shipped Aug 2026

At a glance

The differences that matter most.

Core performance indexes
45.3
#29
47.1
#23
44.3
#35
49.2
#17
36.5
#20
37.9
#16
31.7
#27
37.5
#12
Cost, coverage & limits
Benchmark wins
1 of 2
1 of 2
Input price
$0.20 / M
$2.00 / M
Output price
$1.20 / M
$6.00 / M
Context window
1,050,000
500,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT-5.6 Luna
Grok 4.6
25.9#32
22.6#44
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

45 reported for GPT-5.6 Luna · 11 for Grok 4.6

2 shared

GPT-5.6 Luna outperforms in 1 benchmarks (DeepSWE 1.1), while Grok 4.6 is better at 1 benchmark (Terminal-Bench 4.0).

Both models are evenly matched across the benchmarks.

Thu Sep 10 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GPT-5.6 Luna costs less

For input processing, GPT-5.6 Luna ($0.20/1M tokens) is 10.0x cheaper than Grok 4.6 ($2.00/1M tokens).

For output processing, GPT-5.6 Luna ($1.20/1M tokens) is 5.0x cheaper than Grok 4.6 ($6.00/1M tokens).

In conclusion, Grok 4.6 is more expensive than GPT-5.6 Luna.*

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

Lowest available price from all providers
Thu Sep 10 2026 • llm-stats.com
OpenAI
GPT-5.6 Luna
Input tokens$0.20
Output tokens$1.20
Best providerOpenAI
xAI
Grok 4.6
Input tokens$2.00
Output tokens$6.00
Best providerxAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-5.6 Luna accepts 1,050,000 input tokens compared to Grok 4.6's 500,000 tokens. Only GPT-5.6 Luna specifies output context (128,000 tokens).

OpenAI
GPT-5.6 Luna
Input1,050,000 tokens
Output128,000 tokens
xAI
Grok 4.6
Input500,000 tokens
Output- tokens
Thu Sep 10 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-5.6 Luna and Grok 4.6 support multimodal inputs.

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

GPT-5.6 Luna

Text
Images
Audio
Video

Grok 4.6

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-5.6 Luna

Proprietary

Closed source

Grok 4.6

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-5.6 Luna was released on 2026-07-09, while Grok 4.6 was released on 2026-08-12.

Grok 4.6 is 1 month newer than GPT-5.6 Luna.

GPT-5.6 Luna

Jul 9, 2026

2 months ago

Grok 4.6

Aug 12, 2026

4 weeks ago

1mo newer

Knowledge Cutoff

When training data ends

GPT-5.6 Luna has a knowledge cutoff of 2026-02-16, while Grok 4.6 has a cutoff of 2026-02-01.

GPT-5.6 Luna has more recent training data (up to 2026-02-16), making it potentially better informed about events through that date compared to Grok 4.6 (2026-02-01).

GPT-5.6 Luna

Feb 2026

Grok 4.6

Feb 2026

Provider Availability

GPT-5.6 Luna is available from OpenAI. Grok 4.6 is available from xAI.

GPT-5.6 Luna

openai logo
OpenAI
Input Price:Input: $0.20/1MOutput Price:Output: $1.20/1M

Grok 4.6

xai logo
xAI
Input Price:Input: $2.00/1MOutput Price:Output: $6.00/1M
* 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-5.6 Luna and Grok 4.6 side-by-side, then vote on the output you prefer.

GPT-5.6 Luna
✓ Preferred
Grok 4.6
Open in Playground

FAQ

Common questions about GPT-5.6 Luna vs Grok 4.6.

Which is better, GPT-5.6 Luna or Grok 4.6?

GPT-5.6 Luna and Grok 4.6 are closely matched on the LLM Stats Score at 45.3 and 47.1. GPT-5.6 Luna is made by OpenAI and Grok 4.6 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-5.6 Luna compare to Grok 4.6 in benchmarks?

GPT-5.6 Luna scores Connectors: 99.9%, HealthBench Consensus: 95.1%, GPQA: 92.3%, Search and Function-Calling: 89.7%, Capture-the-Flag Challenges (Internal): 85.2%. Grok 4.6 scores CursorBench v3.2: 69.9%, DeepSWE 1.1: 65.9%, FrontierCode: 61.3%, AA-Index: 61.0%, GDPval-AA: 58.4%.

Is GPT-5.6 Luna cheaper than Grok 4.6?

GPT-5.6 Luna is 10.0x cheaper for input tokens. GPT-5.6 Luna costs $0.20/M input and $1.20/M output via openai. Grok 4.6 costs $2.00/M input and $6.00/M output via xai.

What are the context window sizes for GPT-5.6 Luna and Grok 4.6?

GPT-5.6 Luna supports 1.1M tokens and Grok 4.6 supports 500K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-5.6 Luna and Grok 4.6?

Key differences include LLM Stats Score (45.3 vs 47.1), context window (1.1M vs 500K), input pricing ($0.20 vs $2.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-5.6 Luna and Grok 4.6?

GPT-5.6 Luna is developed by OpenAI and Grok 4.6 is developed by xAI.