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GPT-5.6 Luna

openai·openai/gpt-5.6-luna·BETA·Closed·gpt-luna series·NEW
Cost-efficient GPT-5.6 model for fast, high-volume workloads

GPT-5.6 Luna by openai is offered by 41 providers on this page. Public prices are shown for 39 of them. Its official list price is $0.20 per 1M input tokens and $1.20 per 1M output tokens. The lowest paid channel is Bothub at $0.06 / $0.37 per 1M, about 17× below the list price. That channel is a third-party gateway, so confirm its availability and rate limits before depending on it. It also has 1 free ($0) channel; free tiers usually carry rate limits, and subscription-covered access bills $0 per token only after the subscription fee.

Artificial Analysis rates it 37.3 on the Intelligence Index, with 71.4 for coding and 42.1 for agentic tasks. Against its lowest blended price of $0.138 per 1M, that is roughly 271 index points per dollar, which is the value ratio the leaderboards rank on. Median output speed is 128 tokens per second, with 101.99s to the first token. Running one task of the Artificial Analysis suite costs about $0.1783, which reflects how many tokens its reasoning consumes rather than the unit price alone.

The context window is 1,050,000 tokens at the reference host, but hosts report different limits, from 400,000 to 1,050,000, so the usable window depends on the provider you pick. It supports reasoning, tool use, and structured output. Accepted input modalities are Text, Image, and PDF. Its training knowledge cuts off at 2026-02-16.

Specs & pricing

Input / output per 1M tokens
Official price·OpenAI
$0.20 / $1.20
Blended $0.45 · Cache read $0.02
Lowest paid·BothubGateway
$0.06 / $0.37
Blended $0.14 · 16.7× spread
1 more $0 channels
Context
1,050,000
Output limit
128,000
Knowledge cutoff
2026-02-16
Released / updated
2026-07-09 / 2026-07-09
Capabilities
✓ Reasoning✓ Tool use✓ Structured outputTemperature✓ Attachments
Modalities
TextImagePDF

Quality & performanceArtificial Analysis · Intelligence Index v4.3 · rep. tier Max

Intelligence37.3
Value271
Coding71.4
Agentic42.1
Output speed128 tok/s
TTFT101.99 s
Cost per task$0.18
Value formulaIQ 37.3 ÷ min blended $0.138 = 271
Reasoning tier → intelligence / speed (higher tier = stronger but slower)
Non-reasoningIQ 15.5 · 110 tok/s
LowIQ 21 · 111 tok/s
MediumIQ 25 · 113 tok/s
HighIQ 32.1 · 114 tok/s
XhighIQ 34.6 · 129 tok/s
MaxIQ 37.3 · 128 tok/s

Quality is independently evaluated by Artificial Analysis. Speed/latency are model-level medians.

Available at 41 providers39 with public prices · 1 free

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
Kenari
gpt-5-6-luna
GatewayFree——1,050,000128,000
BothubGateway$0.06$0.37——1,050,000128,000
NanoGPTGateway$0.20$1.20$0.02$0.251,050,000128,000
Kilo Gateway
openai/gpt-5.6-luna-pro
Gateway$0.20$1.20$0.02$0.251,050,000128,000
Kilo GatewayGateway$0.20$1.20$0.02$0.251,050,000128,000
302.AIGateway$0.20$1.20——1,050,000128,000
OpenRouterGateway$0.20
tiered >272K: $0.40
$1.20$0.02$0.251,050,000128,000
AzureCloud$0.20
tiered >272K: $0.40
$1.20$0.02$0.251,050,000128,000
ImpossiblGateway$0.20
tiered >272K: $0.40
$1.20$0.02$0.251,050,000128,000
Cloudflare AI GatewayCloud$0.20$1.20$0.02$0.251,050,000128,000
OpenAIOfficialFirst-party$0.20
tiered >272K: $0.40
$1.20$0.02$0.251,050,000128,000

Sorted by blended price (input×0.75 + output×0.25) asc. The official channel always shows regardless of rank. Whether a gateway's low price is actually usable can't be verified.

Reasoning control

effort = noneeffort = loweffort = mediumeffort = higheffort = xhigheffort = maxeffort = minimal

Interleaved thinking (reasoning between tool calls) is declared by 4 of 41 providers.

2 / 41 providers expose no reasoning control (reasoning_options: []).

Experimental modes2 items

ModeProviderInputOutputCache readCache write
fastOpenAI$0.40$2.40$0.04$0.50
proOpenAI————

Your usage cost

1Bothub$30.50
2NanoGPT$78.40
3Kilo Gateway$78.40
4Kilo Gateway$78.40
5OpenRouter$78.40
6Azure$78.40
21OpenAI · Official$78.40

1 more channels offer $0 (Kenari); free tiers usually have rate limits and no SLA, excluded from ranking.

Switch to Bothub to save $47.90/mo (61%)
Note: this is a gateway; verify availability and rate limits yourself.

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$1.20$02026-08-052026-09-112026-08-05 · Input list $0.202026-08-06 · Input list $0.202026-08-07 · Input list $0.202026-08-08 · Input list $0.202026-08-09 · Input list $0.202026-08-10 · Input list $0.202026-08-11 · Input list $0.202026-08-12 · Input list $0.202026-08-13 · Input list $0.202026-08-29 · Input list $0.202026-09-11 · Input list $0.202026-08-05 · Output list $1.202026-08-06 · Output list $1.202026-08-07 · Output list $1.202026-08-08 · Output list $1.202026-08-09 · Output list $1.202026-08-10 · Output list $1.202026-08-11 · Output list $1.202026-08-12 · Output list $1.202026-08-13 · Output list $1.202026-08-29 · Output list $1.202026-09-11 · Output list $1.202026-08-05 · Min blended $0.232026-08-06 · Min blended $0.232026-08-07 · Min blended $0.232026-08-08 · Min blended $0.232026-08-09 · Min blended $0.232026-08-10 · Min blended $0.232026-08-11 · Min blended $0.232026-08-12 · Min blended $0.232026-08-13 · Min blended $0.232026-08-29 · Min blended $0.452026-09-11 · Min blended $0.14

Benchmark12 items

NameConditionsScoreMetricSource
SWE-Bench Pro—62.7resolve rateSource ↗
Terminal-Benchv2.184.7success rateSource ↗
DeepSWEv1.167.2resolve rateSource ↗
GPQA Diamond—92.3accuracySource ↗
FrontierMathdataset: Tier 1-3 · vv278.6accuracySource ↗
BrowseComp—83.3accuracySource ↗
OSWorldv2.045.6success rateSource ↗
MMMU Provariant: no tools78.4accuracySource ↗
Agents' Last Exam—50.3—Source ↗
Toolathlon—53.4success rateSource ↗
Artificial Analysis Intelligence Indexvariant: max · v4.151.2index scoreSource ↗
Artificial Analysis Coding Agent Indexharness: Codex · variant: max · v1.174.6index scoreSource ↗

The same benchmark scores very differently across harness / dataset, so the qualifying conditions must be shown together.

Artificial Analysis evaluations6 items

GPQA Diamond91.1%
Humanity's Last Exam39.5%
SciCode53.6%
Terminal-Bench 2.180.9%
τ³-Bench Banking31.1%
AA-LCR83.7%

Individual evaluations run by Artificial Analysis, on the same reasoning tier as the intelligence score above. Each benchmark has its own task set and harness, so rows are not comparable with one another. The Intelligence Index above draws on a different, newer set of evaluations.

Related models

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Data partly from models.dev (MIT) · OpenAI official docs ↗