GPT-5.6 Sol
| Maker | OpenAI |
|---|---|
| Family | GPT Sol |
| Released | 2026-07-09 |
| Context | 1.1M |
| Max output | 128K |
| Open weights | Closed |
|---|---|
| Modalities | text, image, pdf → text |
| Input / 1M | $4.00 |
| Output / 1M | $20.00 |
| Cached input / 1M | $0.40 |
| Above 272K in | $8.00 / $30.00 |
|---|---|
| Review call | $0.1532 |
| Reasoning efforts | low, medium, high, xhigh |
| Hosts | OpenAI, OpenRouter |
| Model id | gpt-5.6-sol |
- Rank
- #1=
- of 17
- Bugs caught
- 72%
- 59%–85%
- False alarms
- 1.2
- per clean PR
- Cost / review
- $0.1127
- Cost / bug
- $0.1732
- Time
- 50s
- per review
GPT-5.6 Sol is hard to recommend now that its newer sibling exists. It caught 72% [59%–85%] at rank 1 of 17, measurably above 5 ranked models, but a review cost $0.1127. That is 2.8× the cost of a GPT-6.1 Sol review, and the run can't tell the two apart on recall. See the comparison.
The price table explains part of it. It lists at $4.00 / $20.00 per 1M tokens against 6.1 Sol's $2.00 / $10.00, and it wrote far more output tokens per review. If you want to spend at this level, Claude Opus 5.5 lists at $4.00 / $20.00, cost $0.1525 a review, and measurably beats 9 ranked models, though the two can't be separated on recall either.
What it does well: 92% of its catches land on the defect's own lines, and false alarms are modest at 1.2 [0.7–1.7] per clean PR. A review took 50s.
Where it slips: its misses include "reorganize nushell configuration" and "fix(server): pass maxDurationMs timeout signal to subscription handlers". OpenAI makes one of the three judges, so its vote is dropped for this model.
Keep it only if you already depend on it. For a new panel, start with choosing a model.
Figures follow the latest benchmark run and price check. Text checked Nov 5, 2026.
| Host | Model id | Input / 1M | Output / 1M |
|---|---|---|---|
| OpenAI | gpt-5.6-sol | $4.00 | $20.00 |
Source: OpenAI pricing, Oct 16, 2026
By kind of bug
- Logic 14
- 71%
- Security 9
- 89%
- Concurrency 8
- 73%
- Error handling 5
- 60%
- API misuse 3
- 53%
- Resource handling 3
- 67%
Bug by bug
- Known bugs
- 42
- Caught every run
- 29
- Caught sometimes
- 3
- Missed
- 10
- Clean PRs
- 15
- False alarms on them
- 18
| 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 |
| Caught sometimes1/6 | Store cached child els in Attributes, not fieldjhy/jsoup | Java | Concurrency |
| 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 | Fix DataClassEq comparatorkotest/kotest | Kotlin | Logic |
| Missed | reorganize nushell configurationnushell/nushell | Rust | Error handling |
| Missed | Reimplement Action Cable redis adapter with redis-clientrails/rails | Ruby | Logic |
| Missed | Add the option to define custom cipher suites for backend serversTransporttraefik/traefik | Go | API misuse |
| Missed | fix(server): pass maxDurationMs timeout signal to subscription handlerstrpc/trpc | TypeScript | Concurrency |
| Missed | Port Go's csrf protectionwithastro/astro | TypeScript | Logic |
| Version | Released | Input / 1M | Output / 1M | Context | Rank | Bugs caught |
|---|---|---|---|---|---|---|
| GPT-6.1 Sol | 2026-09-29 | $2.00 | $10.00 | 1.1M | #1 | 89% |
| GPT-6 Sol | 2026-09-22 | $2.00 | $10.00 | 1.1M | – | – |
| Model | Maker | Input / 1M | Output / 1M | Review call | Context | Bugs caught |
|---|---|---|---|---|---|---|
| Claude Opus 5.5 | Anthropic | $4.00 | $20.00 | $0.1532 | 1M | 90% |
| Claude Opus 5 | Anthropic | $5.00 | $25.00 | $0.1915 | 1M | – |
| Claude Opus 4.8 | Anthropic | $5.00 | $25.00 | $0.1915 | 1M | – |
| Claude Opus 4.7 | Anthropic | $5.00 | $25.00 | $0.1915 | 1M | – |
Updated Nov 5, 2026