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Free tool · Updated 2 Oct 2026

GPT-6 Luna vs GLM-5.3 vs GPT-5.6 Luna

Pick two to four models to compare benchmark scores, prices, context windows and speed. The link updates as you pick, so you can share the exact comparison.

GPT-6 LunaGLM-5.3GPT-5.6 Luna

Cheapest blended

GPT-6 Luna

$0.20 / 1M tokens

Largest context

GPT-6 LunaGPT-5.6 Luna

Tie at 1.05M tokens

Fastest output

GPT-6 Luna

131 tokens/s

Top on DeepSWE v1.1

GPT-5.6 Luna

67.2%

Specifications

SpecGPT-6 LunaOpenAIGLM-5.3Z.aiGPT-5.6 LunaOpenAI
ProviderOpenAIZ.aiOpenAI
Released22 Sep 202618 Aug 20269 Jul 2026
LicenceProprietaryOpen weightProprietary
Context window1.05M tokens1.05M tokens1.05M tokens
Max output128K tokens131K tokens128K tokens
Input / 1M$0.10*$1.40*$0.20*
Output / 1M$0.50$4.40$1.20
Cached input / 1M$0.01$0.26$0.02
Speed131 tokens/s70 tokens/s124 tokens/s
Input typestext, imagetexttext, image
Best forBudgetAgentsCodingAgentsLong contextBudget

* GPT-6 Luna: Batch and Flex: $0.05 / $0.25. Fast mode: $0.20 / $1.00. Cache writes 1.25x input; 30-minute minimum cache life. Data residency +10%. Launched at 50% below GPT-5.6 Luna's price.

* GLM-5.3: Cached-input storage is free for a limited time.

* GPT-5.6 Luna: Cut 80% on 30 Jul 2026 (launch price $1 in / $6 out). Batch and Flex: $0.10 / $0.60. Fast mode: $0.40 / $2.40. Cache writes 1.25x input; 30-minute minimum cache life. Data residency +10%.

Benchmark scores

Officially reported scores only. A model with no published score on a benchmark shows a line, not a zero.

GPT-6 LunaGLM-5.3GPT-5.6 Luna
DeepSWE v1.166.6%66.9%67.2%
Terminal-Bench 2.1 no published score88.2%84.7%
Humanity’s Last Exam (with tools) no published score62.5% no published score
SWE-bench Pro no published score no published score62.7%
OSWorld 2.0 no published score no published score45.6%
GPQA Diamond no published score no published score92.3%

Price per 1M tokens

GPT-6 LunaGLM-5.3GPT-5.6 Luna
Input$0.10$1.40$0.20
Output$0.50$4.40$1.20
Cached input$0.01$0.26$0.02

Context window and speed

GPT-6 LunaGLM-5.3GPT-5.6 Luna
Context1.05M1.05M1.05M
Tokens/s13170124

Notes

GPT-6 Luna
OpenAI's most efficient model, for focused, high-volume tasks.
GLM-5.3
Z.ai's current flagship: same 744B-total / 40B-active base as GLM-5.2, improved only by post-training, with large gains in coding and cyber-security tasks. Weights license is MIT-style and allows commercial use; only a Model-as-a-Service operator with over $10B revenue in 12 months must pass a Z.ai security review first.
GPT-5.6 Luna
The fastest and most affordable GPT-5.6 tier, for cost-sensitive, high-volume workloads. It is the successor to the earlier 'nano' tier.

Still torn between two?

Test them on your own prompts.

Benchmarks are someone else’s work. On a free call we look at yours and agree how to check quality, cost and latency for the models you are weighing.