GPT-5.6 Luna vs GPT-6 Luna

At a Glance

Compare
Intelligence, Cost, and Efficiency
IntelligenceHigher is better · MM Intelligence v4.4UnrankedNot in the 57-model eligible cohort#29 of 5742.3 score · 3/3 sources · complete
CostLower is better · Published-token output estimateUnrankedNot in the 27-model eligible cohort#4 of 27$0.018 per LiveBench case
EfficiencyHigher is better · MM Efficiency v1.9UnrankedNot in the 27-model eligible cohort#10 of 2752.8 score · 3/3 sources · complete
Pricing and Limits
Input priceFrom · USD / 1M tokens$0.20Openai ↗ · Sep 3, 2026$0.10Openai ↗ · Sep 22, 2026
Output priceFrom · USD / 1M tokens$1.20Openai ↗ · Sep 3, 2026$0.50Openai ↗ · Sep 22, 2026
Context windowMaximum documented tokens1,050K1,050K
Model facts checkedAug 28, 2026View model evidence →Sep 22, 2026View model evidence →

Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →

Available Benchmarks

All benchmark results →
BenchmarkGPT-5.6 LunaGPT-6 Luna
ARC-AGI-1verified-v1-613c385b0c93 · verified_score · leader90.67100% of row best · percent · GPT-5.6 Luna 2026-07-30 (Max)86.6796% of row best · percent · GPT-6 Luna (Max)
ARC-AGI-2verified-v2-be40992860f9 · verified_score · leader59.58100% of row best · percent · GPT-5.6 Luna 2026-07-30 (Max)59.31100% of row best · percent · GPT-6 Luna (Max)
LMArena Text Arenatext-2026-10-15-a64ca3b12b6e · arena_rating · leader1,430.66100% of row best · rating · gpt-5.6-luna-xhigh; 95% CI [1426.38028671, 1434.93119450]; votes 41109; rank 931,391.6397% of row best · rating · gpt-6-luna-max; 95% CI [1387.01005073, 1396.24774606]; votes 49617; rank 166
LiveBench2026-06-25-90f8d44da965 · overall · leader77.05100% of row best · percent · gpt-5.6-luna-max · 21,799 output tokens / case75.8498% of row best · percent · gpt-6-luna-max · 35,869 output tokens / case
ToneBench2026-10-17-10-task-e9c76358afb2 · overall_score · unverified78.83100% of row best · points · GPT-5.6 Luna (ultra) · 19,621 output tokens / case78.1999% of row best · points · GPT-6 Luna (max) · 6,595 output tokens / case
Overall ResultCounted from the protocol-matched rows above4 benchmark winsOverall lead0 benchmark wins

Third-party benchmark Only like-for-like primary-publisher results are shown; raw scores, relative scores, configuration, and token spend remain visible.

Side-by-Side Facts

FieldGPT-5.6 LunaGPT-6 Luna
DeveloperOpenAIOpenAI
FamilyGpt 5 6Gpt 6
ModelGPT-5.6 LunaGPT-6 Luna
VersionGPT-5.6 LunaGPT-6 Luna
Lifecycleactiveactive
ReleasedUnknown2026-09-22
Knowledge cutoff2026-02-162026-05-18
Input modalitiesText, ImageText, Image
Output modalitiesTextText
Context window1,050K1,050K
Total parametersUnknownUnknown
Active parametersUnknownUnknown
LicenseUnknownUnknown
Open weightsNoNo
API availableYesYes
Self-hostableNoNo
Provider accessOpenai (Standard), Openrouter (Standard)Openai (Standard), Openrouter (Standard)
Capabilitieschat, generation, reasoning, toolschat, computer-use, generation, reasoning, tools
Default snapshotUnknowngpt-6-luna
Maximum input tokensUnknown922000
Reasoning effortUnknownnone, low, medium, high, xhigh, max
Supported API routesUnknownv1/responses, v1/chat/completions, v1/batch

GPT-5.6 Luna Capabilities

chatgenerationreasoningtools
Serving providers2
Canonical IDopenai/gpt-5.6-luna

GPT-6 Luna Capabilities

chatcomputer-usegenerationreasoningtools
Serving providers2
Canonical IDopenai/gpt-6-luna

Primary Evidence

Sources and Freshness

Questions

GPT-5.6 Luna vs GPT-6 Luna FAQs

Is GPT-5.6 Luna or GPT-6 Luna better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both GPT-5.6 Luna and GPT-6 Luna, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, GPT-5.6 Luna or GPT-6 Luna?+

GPT-5.6 Luna is $0.20 and GPT-6 Luna is $0.10 per million tokens, so GPT-6 Luna is cheaper on this metric. GPT-5.6 Luna is $1.20 and GPT-6 Luna is $0.50 per million tokens, so GPT-6 Luna is cheaper on this metric.

Which has a larger context window, GPT-5.6 Luna or GPT-6 Luna?+

Both models have the same sourced context window: 1,050,000 tokens each.

Which performs better in benchmarks, GPT-5.6 Luna or GPT-6 Luna?+

GPT-5.6 Luna leads the current overall benchmark count. The result uses 4 protocol-matched benchmarks from 3 publishers; it is not a universal quality score.

Can GPT-5.6 Luna or GPT-6 Luna be self-hosted?+

Both models have the same sourced self-hosting status: unsupported. GPT-5.6 Luna is not marked open weight; GPT-6 Luna is not marked open weight.

Can GPT-5.6 Luna and GPT-6 Luna understand images?+

GPT-5.6 Luna is documented with image input; GPT-6 Luna is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, GPT-5.6 Luna or GPT-6 Luna?+

Both models have the same sourced maximum output: 128,000 tokens each.

Do GPT-5.6 Luna and GPT-6 Luna support reasoning and tool use?+

GPT-5.6 Luna: reasoning, tool calling, and image input. GPT-6 Luna: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, GPT-5.6 Luna or GPT-6 Luna?+

GPT-5.6 Luna has 2 sourced provider routes; GPT-6 Luna has 2, a tie.

Which offers better value, GPT-5.6 Luna or GPT-6 Luna?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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