This model is deprecated. We still benchmark its performance, but less often: every 18 hours instead of every 6.

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

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Proprietary model

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Released July 2026

GPT-5.6 Luna (Max) API Provider Benchmarking & Analysis

Model Comparison

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

Lowest Time per Task

#1
AmazonAmazon
5.6 min
#2
OpenAIOpenAI
10.3 min

Time per Intelligence Index task (minutes)

Total 2 providers

Lowest Cost per Task

#1
OpenAIOpenAI
$0.33
#2
AmazonAmazon
$0.35

Cost per Intelligence Index task

Total 2 providers

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

  • For time per task, Amazon (5.6 min) and OpenAI (10.3 min) finish an Intelligence Index task fastest.
  • For cost per task, OpenAI ($0.33) and Amazon ($0.35) are the cheapest per Intelligence Index task.
Inference time (minutes) per Intelligence Index task · Lower is better
Weighted average cost (USD) per Intelligence Index task · Lower is better

Pricing

Cost per Intelligence Index Task: GPT-5.6 Luna (Max)

Weighted average cost (USD) per Intelligence Index task · Segmented by token type · Lower is better

Pricing: Cache Hit, Input, and Output: GPT-5.6 Luna (Max)

Price (USD per M Tokens) · Lower is better

Output Speed vs. Cost per Task: GPT-5.6 Luna (Max)

Output speed: output tokens divided by total request time, including time to first token · Weighted average cost (USD) per Intelligence Index task
Most attractive quadrant
Pareto line

Speed

Average of the single-request and multi-turn agentic workloads measured

Time per Intelligence Index Task: GPT-5.6 Luna (Max)

Output tokens divided by end-to-end output speed (minutes per Intelligence Index task) · Lower is better

Latency

Average of the single-request and multi-turn agentic workloads measured

Time to First Answer Token: GPT-5.6 Luna (Max)

Seconds until the first answer token after any reasoning · Average of the single-request and multi-turn agentic workloads measured · Lower is better

Reliability

Share of requests the endpoint failed, across all the single-request and multi-turn agentic workloads measured

Endpoint Error Rate: GPT-5.6 Luna (Max)

Share of requests the endpoint failed with an error, a rate limit or a timeout · Across all the single-request and multi-turn agentic workloads measured · Lower is better

Caching

Cache Hit Rate: GPT-5.6 Luna (Max)

Median across multi-turn agentic session runs in the last four weeks, updated Oct 26, 2026 · Higher is better

Cost per Task vs. Cache Hit Rate: GPT-5.6 Luna (Max)

Weighted average cost (USD) per Intelligence Index task · Cache hit rate: median of the last four weeks, updated Oct 26, 2026
Most attractive quadrant

Key Comparison Metrics & API Features

Amazon Bedrock logoAmazon Bedrock
$0.35
5.7
54.02
0.0%
1M
Proprietary
OpenAI logoOpenAI
$0.33
10.4
72.05
0.0%
1M
Proprietary

Frequently Asked Questions

Common questions about GPT-5.6 Luna (Max) providers