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Migrating from gpt-5.6-luna to gpt-6-luna

What changes when you move from gpt-5.6-luna to gpt-6-luna: input price −50%, output price −58.3%.

Status
Active
Shutdown
none announced
Time left
—
Status
Active
Shutdown
none announced
Time left
—

Prices

USD per 1M tokens, standard tier
Typegpt-5.6-lunagpt-6-lunaChange
Input$0.20first seen October 1, 2026 · source$0.10first seen October 1, 2026 · source−50%
Cached input$0.02first seen October 1, 2026 · source$0.01first seen October 1, 2026 · source−50%
Output$1.20first seen October 1, 2026 · source$0.50first seen October 1, 2026 · source−58.3%

At 1M input and 250K output tokens a month: $0.50 on gpt-5.6-luna, $0.225 on gpt-6-luna (−55%).

Other tiers, prompt-size bands and modalities are on each model's page.

Limits

Tokens
Limitgpt-5.6-lunagpt-6-lunaChange
Context window1,050,000 tokensin place when tracking began (October 7, 2026) · source1,050,000 tokensin place when tracking began (October 7, 2026) · source0%
Max output tokens128,000 tokensin place when tracking began (October 7, 2026) · source128,000 tokensin place when tracking began (October 7, 2026) · source0%

Benchmarks

Same benchmark and source on both sides; settings named where they differ
Benchmarkgpt-5.6-lunagpt-6-lunaChange
Arena TextArena, max effort (vs xhigh effort). Ranges don't overlap.1453 ±41443 ±5−10
Arena Text: CodingArena, max effort (vs xhigh effort).1501 ±71507 ±7+6
within range
Arena WebDevArena, max effort (vs xhigh effort, codex harness). Ranges don't overlap.1518 ±61582 ±6+64
Arena VisionArena, max effort (vs xhigh effort).1258 ±71241 ±12−17
within range
Arena AgentArena, max effort (vs xhigh effort). Ranges don't overlap.-0.018 ±0.0070.033 ±0.005+0.051
FrontierMath Tier 4Epoch AI, max effort.61.0%56.1%−4.9 pts
FrontierMath Tiers 1-3Epoch AI, max effort.82.1%78.9%−3.2 pts
GPQA DiamondEpoch AI, max effort.91.6%90.5%−1.1 pts
OTIS Mock AIME 2024-2025Epoch AI, max effort.98.3%98.9%+0.6 pts
SimpleQA VerifiedEpoch AI, max effort.41.0%41.4%+0.4 pts

A score from one source is never compared with another source's, and company-reported scores are compared only within the same company; settings named where they differ. Data: Arena (arena.ai), CC BY 4.0; Epoch AI, Capabilities & benchmarking (epoch.ai/benchmarks), CC BY.

Features and parameters

Compare models

Same on both

  • Structured outputs: supported on both.gpt-5.6-luna: in place when tracking began (October 7, 2026) · source · gpt-6-luna: in place when tracking began (October 7, 2026) · source
  • Function calling: supported on both.gpt-5.6-luna: in place when tracking began (October 7, 2026) · source · gpt-6-luna: in place when tracking began (October 7, 2026) · source
  • Prompt caching: supported on both.gpt-5.6-luna: in place when tracking began (October 7, 2026) · source · gpt-6-luna: in place when tracking began (October 7, 2026) · source
  • Batch API: supported on both.gpt-5.6-luna: in place when tracking began (October 7, 2026) · source · gpt-6-luna: in place when tracking began (October 7, 2026) · source
  • Image input: supported on both.gpt-5.6-luna: in place when tracking began (October 7, 2026) · source · gpt-6-luna: in place when tracking began (October 7, 2026) · source
  • Reasoning / thinking: supported on both.gpt-5.6-luna: in place when tracking began (October 7, 2026) · source · gpt-6-luna: in place when tracking began (October 7, 2026) · source
  • Fine-tuning: not supported on both.gpt-5.6-luna: in place when tracking began (October 7, 2026) · source · gpt-6-luna: in place when tracking began (October 7, 2026) · source
  • Built-in web search: supported on both.gpt-5.6-luna: in place when tracking began (October 7, 2026) · source · gpt-6-luna: in place when tracking began (October 7, 2026) · source

Not published for gpt-5.6-luna: PDF input, temperature parameter, top_p parameter, logprobs.

Not published for gpt-6-luna: PDF input, temperature parameter, top_p parameter, logprobs.

Free tier

gpt-5.6-luna: Free for shared data, 10M tokens a day for Launch and Grow (2.5M for Build), in place when tracking began (October 12, 2026) (source)

gpt-6-luna: Free for shared data, 1M tokens a day for Launch and Grow (250K for Build), in place when tracking began (October 12, 2026) (source) · All free models

No aliases point at either model.

On cloud platforms

All platform dates
ModelPlatformPlatform IDShutdownTime left
gpt-5.6-lunaAmazon Bedrockopenai.gpt-5.6-lunanot before Jul 13, 2027Active
gpt-5.6-lunaMicrosoft Foundryversion 2026-07-09gpt-5.6-lunaJan 11, 2028Active453 days

Read daily from each platform's own pages. The status above uses each company's own date. Time left counts to 00:00 UTC on the shutdown date, which is the evening before in ET.

Checklist

  1. Change the model string from gpt-5.6-luna to gpt-6-luna.

Compared from AIWire's published data when this page loaded. Each fact links to the page it came from. Model pages: gpt-5.6-luna, gpt-6-luna.