Model Comparison

GPT-5.6 Luna vs GPT-5.5 InstantWhich is better in 2026?

GPT-5.6 Luna significantly outperforms across most benchmarks. GPT-5.6 Luna is 5.0x cheaper per token.

Verdict: GPT-5.6 Luna vs GPT-5.5 Instant — which is better?

GPT-5.6 Luna (by OpenAI) and GPT-5.5 Instant (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-5.6 Luna outperforms in 6 benchmarks (GPQA, HealthBench, HealthBench Consensus, HealthBench Hard, HealthBench Professional, MMMU-Pro), while GPT-5.5 Instant is better at 0 benchmarks. GPT-5.6 Luna significantly outperforms across most benchmarks.

On price, GPT-5.6 Luna is roughly 5.0x 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-5.6 Luna if…

  • you want the strongest raw capability — it leads on 6 of 6 shared benchmarks
  • cost matters — it's about 5.0x 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

Choose GPT-5.5 Instant if…

  • you want predictable pricing at $5.00/M input and $30.00/M output

Performance Benchmarks

Comparative analysis across standard metrics

6 benchmarks

GPT-5.6 Luna outperforms in 6 benchmarks (GPQA, HealthBench, HealthBench Consensus, HealthBench Hard, HealthBench Professional, MMMU-Pro), while GPT-5.5 Instant is better at 0 benchmarks.

GPT-5.6 Luna significantly outperforms across most 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-5.6 Luna ($1.00/1M tokens) is 5.0x cheaper than GPT-5.5 Instant ($5.00/1M tokens).

For output processing, GPT-5.6 Luna ($6.00/1M tokens) is 5.0x cheaper than GPT-5.5 Instant ($30.00/1M tokens).

In conclusion, GPT-5.5 Instant 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-5.6 Luna
Input tokens$1.00
Output tokens$6.00
Best providerOpenAI
OpenAI
GPT-5.5 Instant
Input tokens$5.00
Output tokens$30.00
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-5.5 Instant's 400,000 tokens. Both models can generate responses up to 128,000 tokens.

OpenAI
GPT-5.6 Luna
Input1,050,000 tokens
Output128,000 tokens
OpenAI
GPT-5.5 Instant
Input400,000 tokens
Output128,000 tokens
Fri Jul 17 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both GPT-5.6 Luna and GPT-5.5 Instant 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

GPT-5.5 Instant

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

GPT-5.5 Instant

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-5.6 Luna was released on 2026-07-09, while GPT-5.5 Instant was released on 2026-05-05.

GPT-5.6 Luna is 2 months newer than GPT-5.5 Instant.

GPT-5.6 Luna

Jul 9, 2026

1 weeks ago

2mo newer
GPT-5.5 Instant

May 5, 2026

2 months ago

Knowledge Cutoff

When training data ends

GPT-5.6 Luna has a knowledge cutoff of 2026-02-16, while GPT-5.5 Instant has a cutoff of 2025-08-31.

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 GPT-5.5 Instant (2025-08-31).

GPT-5.6 Luna

Feb 2026

6 mo newer
GPT-5.5 Instant

Aug 2025

Provider Availability

GPT-5.6 Luna is available from OpenAI. GPT-5.5 Instant is available from OpenAI.

GPT-5.6 Luna

openai logo
OpenAI
Input Price:Input: $1.00/1MOutput Price:Output: $6.00/1M

GPT-5.5 Instant

openai logo
OpenAI
Input Price:Input: $5.00/1MOutput Price:Output: $30.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Key Takeaways

Larger context window (1,050,000 tokens)
Less expensive input tokens
Less expensive output tokens
Higher GPQA score (92.3% vs 85.6%)
Higher HealthBench score (55.8% vs 51.4%)
Higher HealthBench Consensus score (95.1% vs 94.7%)
Higher HealthBench Hard score (32.0% vs 22.9%)
Higher HealthBench Professional score (55.7% vs 38.4%)
Higher MMMU-Pro score (78.4% vs 76.0%)

No standout differentiators in the data we have for this pair.

Detailed Comparison

Interactive Arena

Judge for yourself.

Run your own prompts against GPT-5.6 Luna and GPT-5.5 Instant side-by-side, then vote on the output you prefer.

GPT-5.6 Luna
✓ Preferred
GPT-5.5 Instant
Open in Playground
AI Model Comparison Table
Feature
OpenAI
GPT-5.6 Luna
OpenAI
GPT-5.5 Instant

FAQ

Common questions about GPT-5.6 Luna vs GPT-5.5 Instant.

Which is better, GPT-5.6 Luna or GPT-5.5 Instant?

GPT-5.6 Luna significantly outperforms across most benchmarks. GPT-5.6 Luna is made by OpenAI and GPT-5.5 Instant is made by OpenAI. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does GPT-5.6 Luna compare to GPT-5.5 Instant 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%. GPT-5.5 Instant scores HealthBench Consensus: 94.7%, OmniDocBench 1.5: 87.5%, GPQA: 85.6%, CharXiv-R: 81.6%, AIME 2025: 81.2%.

Is GPT-5.6 Luna cheaper than GPT-5.5 Instant?

GPT-5.6 Luna is 5.0x cheaper for input tokens. GPT-5.6 Luna costs $1.00/M input and $6.00/M output via openai. GPT-5.5 Instant costs $5.00/M input and $30.00/M output via openai.

What are the context window sizes for GPT-5.6 Luna and GPT-5.5 Instant?

GPT-5.6 Luna supports 1.1M tokens and GPT-5.5 Instant supports 400K 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 GPT-5.5 Instant?

Key differences include context window (1.1M vs 400K), input pricing ($1.00 vs $5.00/M). See the full comparison above for benchmark-by-benchmark results.