GPT-6 Luna
| Maker | OpenAI |
|---|---|
| Family | GPT Luna |
| Released | 2026-09-22 |
| Context | 1.1M |
| Max output | 128K |
| Open weights | Closed |
|---|---|
| Modalities | text, image, pdf → text |
| Input / 1M | $0.10 |
| Output / 1M | $0.50 |
| Cached input / 1M | $0.01 |
| Above 272K in | $0.20 / $0.75 |
|---|---|
| Review call | $0.0038 |
| Reasoning efforts | low, medium, high, xhigh |
| Hosts | OpenAI, OpenRouter |
| Model id | gpt-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
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.
| Host | Model id | Input / 1M | Output / 1M |
|---|---|---|---|
| OpenAI | gpt-6-luna | $0.10 | $0.50 |
Source: OpenAI pricing, Oct 16, 2026
By kind of bug
- Logic 14
- 64%
- Security 9
- 78%
- Concurrency 8
- 71%
- Error handling 5
- 60%
- API misuse 3
- 53%
- Resource handling 3
- 67%
Bug by bug
- Known bugs
- 42
- Caught every run
- 27
- Caught sometimes
- 2
- Missed
- 13
- Clean PRs
- 15
- False alarms on them
- 12
| Result | Pull request | Language | Kind |
|---|---|---|---|
| Caught sometimes2/3 | Refactor: MudDebouncedInput, ThrottleDispatcher and DebounceDispatcherMudBlazor/MudBlazor | C# | Concurrency |
| Caught sometimes3/5 | 4.x: Enhance Streamable/Streamer and DisposableContainer APIsReactiveX/RxJava | Java | API misuse |
| Missed | Event Thread could stall when not notified of new queries on existing connections that are in a bad statec-ares/c-ares | C | Resource handling |
| Missed | fix(serialization): cap codec allocationsdotnet/orleans | C# | Logic |
| Missed | rpc : cache and reuse compute graphsggml-org/llama.cpp | C++ | Security |
| Missed | perf(gitdiff): optimize inline diff highlighting using cachego-gitea/gitea | Go | Error handling |
| Missed | crypto/tls: add LocalCertificate to ConnectionStategolang/go | Go | Logic |
| Missed | Store cached child els in Attributes, not fieldjhy/jsoup | Java | Concurrency |
| Missed | Fix DataClassEq comparatorkotest/kotest | Kotlin | Logic |
| Missed | reorganize nushell configurationnushell/nushell | Rust | Error handling |
| Missed | Add `weight` optionsindresorhus/p-throttle | JavaScript | Logic |
| Missed | Barrier wait in completion order + `Queue#close`.socketry/async | Ruby | Concurrency |
| Missed | [Security] Allow multiple OIDC discovery endpointssymfony/symfony | PHP | Security |
| Missed | Add the option to define custom cipher suites for backend serversTransporttraefik/traefik | Go | API misuse |
| Missed | Port Go's csrf protectionwithastro/astro | TypeScript | Logic |
| Version | Released | Input / 1M | Output / 1M | Context |
|---|---|---|---|---|
| GPT-5.6 Luna | 2026-07-09 | $0.20 | $1.20 | 1.1M |
| Model | Maker | Input / 1M | Output / 1M | Review call | Context | Bugs caught |
|---|---|---|---|---|---|---|
| Claude Haiku 5.5 | Anthropic | $0.10 | $0.50 | $0.0038 | 1M | 64% |
| Gemini 2.5 Flash-Lite | $0.10 | $0.40 | $0.0036 | 1M | – | |
| GPT-OSS 20B (Groq) | Groq | $0.075 | $0.30 | $0.0027 | 131.1K | – |
| GLM-5.3 Flash (Workers AI) | Z.ai | $0.15 | $0.50 | $0.0051 | 1M | 61% |
Updated Nov 5, 2026