Model Comparison

GPT-5.4 vs GPT-5.6 LunaWhich is better in 2026?

GPT-5.6 Luna shows notably better performance in the majority of benchmarks. GPT-5.6 Luna is 2.5x cheaper per token.

Verdict: GPT-5.4 vs GPT-5.6 Luna — which is better?

GPT-5.4 (by OpenAI) and GPT-5.6 Luna (by OpenAI) 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.

GPT-5.4 outperforms in 3 benchmarks (GPQA, MMMU-Pro, Toolathlon), while GPT-5.6 Luna is better at 5 benchmarks (BrowseComp, FrontierMath, GDPval-AA, Graphwalks BFS >128k, SWE-Bench Pro). GPT-5.6 Luna shows notably better performance in the majority of benchmarks.

On price, GPT-5.6 Luna is roughly 2.5x 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.

Choose GPT-5.4 if…

  • you want predictable pricing at $2.50/M input and $15.00/M output

Choose GPT-5.6 Luna if…

  • you want the strongest raw capability — it leads on 5 of 8 shared benchmarks
  • cost matters — it's about 2.5x 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 Jul 2026

Performance Benchmarks

Comparative analysis across standard metrics

8 benchmarks

GPT-5.4 outperforms in 3 benchmarks (GPQA, MMMU-Pro, Toolathlon), while GPT-5.6 Luna is better at 5 benchmarks (BrowseComp, FrontierMath, GDPval-AA, Graphwalks BFS >128k, SWE-Bench Pro).

GPT-5.6 Luna shows notably better performance in the majority of benchmarks.

Fri Jul 17 2026 • llm-stats.com

Arena Performance

Human preference votes

Pricing Analysis

Price comparison per million tokens

GPT-5.6 Luna costs less

For input processing, GPT-5.4 ($2.50/1M tokens) is 2.5x more expensive than GPT-5.6 Luna ($1.00/1M tokens).

For output processing, GPT-5.4 ($15.00/1M tokens) is 2.5x more expensive than GPT-5.6 Luna ($6.00/1M tokens).

In conclusion, GPT-5.4 is more expensive than GPT-5.6 Luna.*

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

Lowest available price from all providers
Fri Jul 17 2026 • llm-stats.com
OpenAI
GPT-5.4
Input tokens$2.50
Output tokens$15.00
Best providerOpenAI
OpenAI
GPT-5.6 Luna
Input tokens$1.00
Output tokens$6.00
Best providerOpenAI
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 GPT-5.4's 1,000,000 tokens. Both models can generate responses up to 128,000 tokens.

OpenAI
GPT-5.4
Input1,000,000 tokens
Output128,000 tokens
OpenAI
GPT-5.6 Luna
Input1,050,000 tokens
Output128,000 tokens
Fri Jul 17 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both GPT-5.4 and GPT-5.6 Luna support multimodal inputs.

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

GPT-5.4

Text
Images
Audio
Video

GPT-5.6 Luna

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-5.4

Proprietary

Closed source

GPT-5.6 Luna

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-5.4 was released on 2026-03-05, while GPT-5.6 Luna was released on 2026-07-09.

GPT-5.6 Luna is 4 months newer than GPT-5.4.

GPT-5.4

Mar 5, 2026

4 months ago

GPT-5.6 Luna

Jul 9, 2026

1 weeks ago

4mo newer

Knowledge Cutoff

When training data ends

GPT-5.6 Luna has a documented knowledge cutoff of 2026-02-16, while GPT-5.4's cutoff date is not specified.

We can confirm GPT-5.6 Luna's training data extends to 2026-02-16, but cannot make a direct comparison without GPT-5.4's cutoff date.

GPT-5.4

GPT-5.6 Luna

Feb 2026

Provider Availability

GPT-5.4 is available from OpenAI. GPT-5.6 Luna is available from OpenAI.

GPT-5.4

openai logo
OpenAI
Input Price:Input: $2.50/1MOutput Price:Output: $15.00/1M

GPT-5.6 Luna

openai logo
OpenAI
Input Price:Input: $1.00/1MOutput Price:Output: $6.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Key Takeaways

Higher GPQA score (92.8% vs 92.3%)
Higher MMMU-Pro score (81.2% vs 78.4%)
Higher Toolathlon score (54.6% vs 53.4%)
Larger context window (1,050,000 tokens)
Less expensive input tokens
Less expensive output tokens
Higher BrowseComp score (83.3% vs 82.7%)
Higher FrontierMath score (78.6% vs 47.6%)
Higher GDPval-AA score (53.1% vs 47.6%)
Higher Graphwalks BFS >128k score (81.3% vs 21.4%)
Higher SWE-Bench Pro score (62.7% vs 57.7%)

Detailed Comparison

Interactive Arena

Judge for yourself.

Run your own prompts against GPT-5.4 and GPT-5.6 Luna side-by-side, then vote on the output you prefer.

GPT-5.4
✓ Preferred
GPT-5.6 Luna
Open in Playground
AI Model Comparison Table
Feature
OpenAI
GPT-5.4
OpenAI
GPT-5.6 Luna

FAQ

Common questions about GPT-5.4 vs GPT-5.6 Luna.

Which is better, GPT-5.4 or GPT-5.6 Luna?

GPT-5.6 Luna shows notably better performance in the majority of benchmarks. GPT-5.4 is made by OpenAI and GPT-5.6 Luna is made by OpenAI. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does GPT-5.4 compare to GPT-5.6 Luna in benchmarks?

GPT-5.4 scores Tau2 Telecom: 98.9%, ARC-AGI: 93.7%, Graphwalks BFS <128k: 93.0%, GPQA: 92.8%, Graphwalks parents <128k: 89.8%. 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%.

Is GPT-5.4 cheaper than GPT-5.6 Luna?

GPT-5.6 Luna is 2.5x cheaper for input tokens. GPT-5.4 costs $2.50/M input and $15.00/M output via openai. GPT-5.6 Luna costs $1.00/M input and $6.00/M output via openai.

What are the context window sizes for GPT-5.4 and GPT-5.6 Luna?

GPT-5.4 supports 1.0M tokens and GPT-5.6 Luna supports 1.1M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-5.4 and GPT-5.6 Luna?

Key differences include context window (1.0M vs 1.1M), input pricing ($2.50 vs $1.00/M). See the full comparison above for benchmark-by-benchmark results.