This model is deprecated. We only continue performance benchmarking for the default 10k input token workload. Results for other workloads are historical and no longer updated.

OpenAI has launched a newer release, GPT-6 Luna. We suggest considering it instead.

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GPT-5.6 Luna
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Proprietary model

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Released July 2026

GPT-5.6 Luna (Non-reasoning) API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of GPT-5.6 Luna (Non-reasoning) for your use-case.

Fastest

#1
AmazonAmazon
210.8 t/s
#2
OpenAIOpenAI
118.8 t/s

Output speed

Total 2 providers

Lowest Latency

#1
OpenAIOpenAI
0.70 s
#2
AmazonAmazon
0.72 s

Time to first token

Total 2 providers

Lowest Price

#1
OpenAIOpenAI
$0.17
#2
AmazonAmazon
$0.96

Blended price (per 1M tokens)

Total 2 providers

GPT-5.6 Luna (Non-reasoning) is available through 2 API providers, each offering different performance characteristics and pricing. Below is a comparison of the key metrics across providers.

  • For output speed, the top providers are Amazon (210.8 t/s) and OpenAI (118.8 t/s).
  • For latency, OpenAI (0.70s) and Amazon (0.72s) offer the lowest time to first token.
  • For pricing, OpenAI (0.17) and Amazon (0.96) offer the lowest blended prices per 1M tokens.
  • OpenAI offers both the lowest latency and best pricing, making it attractive for cost-conscious applications. Amazon is the fastest option for throughput-intensive workloads.

Highlights

Output tokens per second · Higher is better
Seconds to first answer token received · Lower is better
USD per 1M tokens (blended) · Lower is better

Pricing

Pricing: Cache Hit, Input, and Output

Price (USD per M Tokens) · Lower is better · 10,000 input tokens

Pricing: Blended Price

Blended at 7:2:1 (cache-input-output) · USD per 1M tokens (blended) · Lower is better

Pricing: Cache Discount

1 - (cache hit price / input price) · Higher is better

Output Speed vs. Price

Blended at 7:2:1 (cache-input-output) · Output speed: output tokens per second · USD per 1M tokens (blended)
Most attractive quadrant
Pareto line

Speed

Measured by Output Speed (tokens per second)

Output Speed: GPT-5.6 Luna (Non-reasoning)

Output speed: output tokens per second · 10,000 input tokens

Latency vs. Output Speed

Latency: seconds to first token received · Output speed: output tokens per second · 10,000 input tokens
Most attractive quadrant
Pareto line

Latency

Measured by Time (seconds) to First Token

Time to First Token

Seconds to first token received · Lower is better · 10,000 input tokens

End-to-End Response Time

Seconds to output 500 tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed

End-to-End Response Time

Seconds to output 500 tokens, including reasoning model 'thinking' time · Lower is better · 10,000 input tokens

Key Comparison Metrics & API Features

OpenAI logoOpenAI
1M
Proprietary
$0.01
118
0.71
4.94
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Amazon Bedrock logoAmazon Bedrock
1M
Proprietary
$0.06
211
0.72
3.09
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Frequently Asked Questions

Common questions about GPT-5.6 Luna (Non-reasoning) providers