CodePanel

GPT-6 Luna

GPT-6 Luna specifications
MakerOpenAI
FamilyGPT Luna
Released2026-09-22
Context1.1M
Max output128K
GPT-6 Luna specifications
Open weightsClosed
Modalitiestext, image, pdf → text
Input / 1M$0.10
Output / 1M$0.50
Cached input / 1M$0.01
GPT-6 Luna specifications
Above 272K in$0.20 / $0.75
Review call$0.0038
Reasoning effortslow, medium, high, xhigh
HostsOpenAI, OpenRouter
Model idgpt-6-luna
Rank
#1=
of 17
Bugs caught
67%
53%–80%
False alarms
0.7
per clean PR
Cost / review
$0.0028
Cost / bug
$0.0046
Time
29s
per review

Review

GPT-6 Luna is a screening seat to run on every pull request: a measured review cost $0.0028, and it caught 67% [53%–80%] of the known bugs at rank 1 of 17.

The limit is recall. It measurably beats 4 ranked models and 0 measurably beat it, but its interval is wide. For a change where a miss is expensive, add a higher-recall seat rather than trusting Luna alone.

What makes it pleasant to run is the quiet. It averaged 0.7 [0.3–1.1] false alarms per clean PR, and 97% of its catches sat on the defect's own lines, so a comment usually points at the right spot. It also averaged fewer false alarms than Claude Sonnet 5.5, whose interval (2.0 [1.5–2.4]) does not overlap.

Claude Haiku 5.5 is its closest-priced rival from another maker: Luna lists at $0.10 / $0.50 per 1M tokens and Haiku at $0.10 / $0.50. Recall cannot be told apart, and a Haiku review cost 1.4× Luna's. Against GPT-6.1 Sol, a Sol review costs 14× Luna's; the benchmark cannot separate their recall, so whether Sol is worth that depends on the stakes, which the cost guide walks through.

A review takes 29s, fine for a CI check. The per-language and per-kind bars rest on a few fixtures each, too few to call a strength or weakness.

Figures follow the latest benchmark run and price check. Text checked Nov 5, 2026.

Pricing

GPT-6 Luna price by host
HostModel idInput / 1MOutput / 1M
OpenAIgpt-6-luna$0.10$0.50

Source: OpenAI pricing, Oct 16, 2026

Benchmark

By kind of bug

Logic 14
64%

By language

Go 4
25%
Java 4
65%
Rust 4
75%
C# 3
56%
Kotlin 3
67%
PHP 3
67%
Python 3
100%
Ruby 3
67%
Swift 3
100%
C++ 2
50%
C 1
0%

Bug by bug

Known bugs
42
Caught every run
27
Caught sometimes
2
Missed
13
Clean PRs
15
False alarms on them
12
Known bugs this model missed, caught only sometimes or has not run
ResultPull requestLanguageKind
Caught sometimes2/3Refactor: MudDebouncedInput, ThrottleDispatcher and DebounceDispatcherMudBlazor/MudBlazorC#Concurrency
Caught sometimes3/54.x: Enhance Streamable/Streamer and DisposableContainer APIsReactiveX/RxJavaJavaAPI misuse
MissedEvent Thread could stall when not notified of new queries on existing connections that are in a bad statec-ares/c-aresCResource handling
Missedfix(serialization): cap codec allocationsdotnet/orleansC#Logic
Missedrpc : cache and reuse compute graphsggml-org/llama.cppC++Security
Missedperf(gitdiff): optimize inline diff highlighting using cachego-gitea/giteaGoError handling
Missedcrypto/tls: add LocalCertificate to ConnectionStategolang/goGoLogic
MissedStore cached child els in Attributes, not fieldjhy/jsoupJavaConcurrency
MissedFix DataClassEq comparatorkotest/kotestKotlinLogic
Missedreorganize nushell configurationnushell/nushellRustError handling
MissedAdd `weight` optionsindresorhus/p-throttleJavaScriptLogic
MissedBarrier wait in completion order + `Queue#close`.socketry/asyncRubyConcurrency
Missed[Security] Allow multiple OIDC discovery endpointssymfony/symfonyPHPSecurity
MissedAdd the option to define custom cipher suites for backend serversTransporttraefik/traefikGoAPI misuse
MissedPort Go's csrf protectionwithastro/astroTypeScriptLogic

Other benchmarks

GPT-6 Luna on outside benchmarks
BenchmarkScoreRangeSettingSourceDate
Arena WebDev1578 Arena rating1572 to 1584MaxLMArena CC BY 4.0Oct 16, 2026
Arena Agent0.030 Arena score0.025 to 0.035MaxLMArena CC BY 4.0Oct 16, 2026
Epoch Capabilities Index156 ECI154 to 159–Epoch AI CC BY 4.0Sep 22, 2026
GPT Luna versions
VersionReleasedInput / 1MOutput / 1MContext
GPT-5.6 Luna2026-07-09$0.20$1.201.1M

Similar models

Models priced like GPT-6 Luna
ModelMakerInput / 1MOutput / 1MReview callContextBugs caught
Claude Haiku 5.5Anthropic$0.10$0.50$0.00381M64%
Gemini 2.5 Flash-LiteGoogle$0.10$0.40$0.00361M–
GPT-OSS 20B (Groq)Groq$0.075$0.30$0.0027131.1K–
GLM-5.3 Flash (Workers AI)Z.ai$0.15$0.50$0.00511M61%

Updated Nov 5, 2026