CodePanel

GPT-5.6 Sol

GPT-5.6 Sol specifications
MakerOpenAI
FamilyGPT Sol
Released2026-07-09
Context1.1M
Max output128K
GPT-5.6 Sol specifications
Open weightsClosed
Modalitiestext, image, pdf → text
Input / 1M$4.00
Output / 1M$20.00
Cached input / 1M$0.40
GPT-5.6 Sol specifications
Above 272K in$8.00 / $30.00
Review call$0.1532
Reasoning effortslow, medium, high, xhigh
HostsOpenAI, OpenRouter
Model idgpt-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

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.

Pricing

GPT-5.6 Sol price by host
HostModel idInput / 1MOutput / 1M
OpenAIgpt-5.6-sol$4.00$20.00

Source: OpenAI pricing, Oct 16, 2026

Benchmark

By kind of bug

Logic 14
71%

By language

Go 4
50%
Java 4
69%
Rust 4
75%
C# 3
56%
Kotlin 3
67%
PHP 3
100%
Python 3
100%
Ruby 3
67%
Swift 3
100%
C++ 2
50%
C 1
0%

Bug by bug

Known bugs
42
Caught every run
29
Caught sometimes
3
Missed
10
Clean PRs
15
False alarms on them
18
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
Caught sometimes1/6Store cached child els in Attributes, not fieldjhy/jsoupJavaConcurrency
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
MissedFix DataClassEq comparatorkotest/kotestKotlinLogic
Missedreorganize nushell configurationnushell/nushellRustError handling
MissedReimplement Action Cable redis adapter with redis-clientrails/railsRubyLogic
MissedAdd the option to define custom cipher suites for backend serversTransporttraefik/traefikGoAPI misuse
Missedfix(server): pass maxDurationMs timeout signal to subscription handlerstrpc/trpcTypeScriptConcurrency
MissedPort Go's csrf protectionwithastro/astroTypeScriptLogic

Other benchmarks

GPT-5.6 Sol on outside benchmarks
BenchmarkScoreRangeSettingSourceDate
Arena Agent0.071 Arena score0.057 to 0.085xHighLMArena CC BY 4.0Oct 16, 2026
Epoch Capabilities Index162 ECI160 to 165–Epoch AI CC BY 4.0Jul 9, 2026
GPT Sol versions
VersionReleasedInput / 1MOutput / 1MContextRankBugs caught
GPT-6.1 Sol2026-09-29$2.00$10.001.1M#189%
GPT-6 Sol2026-09-22$2.00$10.001.1M––

Similar models

Models priced like GPT-5.6 Sol
ModelMakerInput / 1MOutput / 1MReview callContextBugs caught
Claude Opus 5.5Anthropic$4.00$20.00$0.15321M90%
Claude Opus 5Anthropic$5.00$25.00$0.19151M–
Claude Opus 4.8Anthropic$5.00$25.00$0.19151M–
Claude Opus 4.7Anthropic$5.00$25.00$0.19151M–

Updated Nov 5, 2026