GPT-5.6 Solvs.Qwen 3.8 27B
Which one is better?
GPT-5.6 Sol is clearly ahead in the overall index, but costs 100 times (input) and 8 times (output) as much per token.
71
GPT-5.6 Sol
Rank 12 to 18
11
Qwen 3.8 27B
Rank 44 to 57
84
GPT-5.6 Sol
fairly slow
40
Qwen 3.8 27B
slow
$8
GPT-5.6 Sol
expensive
$0.66
Qwen 3.8 27B
fairly cheap
GPT-5.6 Sol
- Subscription
At OpenAI from €23 a month (ChatGPT Plus). Through other providers from ≈ €6.36 a month (ElevenLabs Starter, with limited credits). 56 plans in Germany.
- Via API
$4 input, $20 output per 1M tokens, cheaper since Sep 25, 2026 (before $4.40 and $22).
- Note
- There is a successor: GPT-6 Astra (rank 4 to 8, $10 input, $50 output).
Qwen 3.8 27B
- Subscription
No Alibaba subscription includes this model. Through other providers from ≈ €1.06 a month (Command Code Go, with limited credits). 10 plans in Germany.
- Via API
$0.04 input, $2.50 output per 1M tokens according to the provider; the price index has listed it at $0.42 and $3 since Oct 27, 2026.
Overall index with data through Oct 29, 2026 · Prices from Oct 29, 2026 · Speed: measured by Artificial Analysis · Subscriptions as of Oct 24, 2026 · Subscription prices incl. VAT
Where is the difference?
Values from 0 to 100 per task area. We only name a winner when the gap is large enough and there are enough tests.
GPT-5.6 Sol ahead: 9Qwen 3.8 27B ahead: 0level: 0too little data: 1of 10 areas
AreaGPT-5.6 SolQwen 3.8 27B0 to 100, higher is betterResult
Areas in the overall index
CodingGPT-5.6 Sol aheadGPT-5.6 Sol: 80Qwen 3.8 27B: 13
ReasoningGPT-5.6 Sol aheadGPT-5.6 Sol: 84Qwen 3.8 27B: 6
MathematicsGPT-5.6 Sol aheadGPT-5.6 Sol: 71Qwen 3.8 27B: 8
KnowledgeGPT-5.6 Sol aheadGPT-5.6 Sol: 62Qwen 3.8 27B: 5
AgentsGPT-5.6 Sol aheadGPT-5.6 Sol: 64Qwen 3.8 27B: 21
Generalonly GPT-5.6 Sol has a scoreGPT-5.6 Sol: 76Qwen 3.8 27B: not enough data
MultimodalGPT-5.6 Sol aheadGPT-5.6 Sol: 74Qwen 3.8 27B: 13
Specialist fields
FinanceGPT-5.6 Sol aheadGPT-5.6 Sol: 56Qwen 3.8 27B: 34
LegalGPT-5.6 Sol aheadGPT-5.6 Sol: 64Qwen 3.8 27B: 23
HealthGPT-5.6 Sol aheadGPT-5.6 Sol: 51Qwen 3.8 27B: 3
Show 3 more areas that do not count toward the overall index
AreaGPT-5.6 SolQwen 3.8 27B0 to 100, higher is betterResult
CybersecurityGPT-5.6 Sol aheadGPT-5.6 Sol: 88Qwen 3.8 27B: 19
Searchonly GPT-5.6 Sol has a scoreGPT-5.6 Sol: 97Qwen 3.8 27B: not enough data
Productivityonly GPT-5.6 Sol has a scoreGPT-5.6 Sol: 71Qwen 3.8 27B: not enough data
See for yourself: same task, one attempt
The same prompt for both models. We show the latest attempt without fixes; it does not count toward the overall index.
Pelican on a bicycle
A community classic for free-form SVG drawing.
GPT-5.6 Sol
Reasoning (requested): high
Current attempt
- Run date
- Oct 1, 2026
- API provider
- openrouter
- Requested API model
- openai/gpt-5.6-sol
- API model reported in response
- openai/gpt-5.6-sol
- Reasoning setting
- high
- Pinned endpoint
- OpenAI | openai/gpt-5.6-sol-20260709
- Temperature
- Provider default
- Token limit including reasoning
- 8,192 tokens
- Test protocol
- community-visual-tests-v1
- Technical checks
- Passed, not a quality rating
- Response time
- 58.7 s
Visually reviewed. This individual test does not establish overall model quality.
Earlier attempts (1)
- Sep 7, 2026API request failedReasoning setting: high
Qwen 3.8 27B
Not tested yet
Prompt and test conditions
Generate an SVG of a pelican riding a bicycle
Token limit including reasoning: 8,192 tokens
Task origin (Simon Willison)SVG short test
SVG short test
One SVG task with the same fixed settings for every model, without hidden thinking.
Shared test round: 43b8c5c46830
GPT-5.6 Sol
Unavailable in this round
Qwen 3.8 27B
Test details
API reports 0 reasoning tokensAPI model: qwen/qwen3.8-27b865 output tokensAll data side by side
The better value is bold. For the overall index only when the gap is clear.
| Metric | GPT-5.6 Sol | Qwen 3.8 27B |
|---|---|---|
| Intelligence | ||
| Overall index0 to 100, higher is better | 71 | 11 |
| Rank | Rank 12 to 18 of 95 | Rank 44 to 57 of 95 |
| Price per 1M tokens | ||
| Inputwhat you send | $4above 272,000 tokens: $8 | $0.04 |
| Outputwhat the model writes | $20above 272,000 tokens: $30 | $2.50 |
| Speed | ||
| Tokens per second | 84 | 40 |
| Technical | ||
| Context windowhow much text the model reads at once | 1.05 M tokens≈ 1,580 A4 pages | 262,144 tokens≈ 390 A4 pages |
| Knowledge cutoff | Feb 16, 2026 | n/a |
| Released | Jul 9, 2026 | Aug 14, 2026 |
| Availability | Active | Active |
| Open weights | no | yes |
Prices without caching or batch discounts · Page count as a rule of thumb from Artificial Analysis
Shared benchmarks
Single results from the same benchmark version, task and metric. A value is bold only with the same test setup and a clear gap.
A: GPT-5.6 SolB: Qwen 3.8 27B
Code MigrationOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 52.9%Qwen 3.8 27B: 14.2%Vals AIAs of 10/18/2026
CritPt v2Overall · higher is betterGPT-5.6 Sol: 14.9%Qwen 3.8 27B: 0.0%Artificial AnalysisAs of 10/29/2026
CyberBench v1.1Overall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 76.3%Qwen 3.8 27B: 67.8%Vals AIAs of 10/20/2026
EMBOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 72.3%Qwen 3.8 27B: 59.7%Vals AIAs of 10/20/2026
Finance Agent (v2)Overall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 53.8%Qwen 3.8 27B: 48.6%Vals AIAs of 10/20/2026
GDPval-AAOverall · higher is betterGPT-5.6 Sol: 1,313.31 eloQwen 3.8 27B: 1,370.88 eloArtificial AnalysisAs of 10/29/2026
GPQA DiamondOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 95.2%Qwen 3.8 27B: 88.9%Vals AIAs of 09/01/2026
IOIOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 91.2%Qwen 3.8 27B: 39.1%Vals AIAs of 10/24/2026
Legal Research BenchOverall · All-pass · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 48.1%Qwen 3.8 27B: 36.1%Vals AIAs of 10/26/2026
LegalBenchOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 87%Qwen 3.8 27B: 82.4%Vals AIAs of 10/13/2026
Show 54 more benchmarks
LiveCodeBenchOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 82.6%Qwen 3.8 27B: 84%Vals AIAs of 09/01/2026
MedCodeOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 44%Qwen 3.8 27B: 28.7%Vals AIAs of 10/13/2026
MedScribeOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 85.2%Qwen 3.8 27B: 83.8%Vals AIAs of 10/13/2026
MMLU ProOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 89.1%Qwen 3.8 27B: 84.3%Vals AIAs of 09/01/2026
MMMU ProOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 88.8%Qwen 3.8 27B: 83.9%Vals AIAs of 09/01/2026
MMMU-ProOverall · higher is betterGPT-5.6 Sol: 81.0%Qwen 3.8 27B: 73.8%Artificial AnalysisAs of 10/29/2026
MortgageTaxOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 67.3%Qwen 3.8 27B: 64.9%Vals AIAs of 09/01/2026
ProgramBenchOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 1.5%Qwen 3.8 27B: 0%Vals AIAs of 10/20/2026
ProofBench v1.1Overall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 83%Qwen 3.8 27B: 16%Vals AIAs of 10/24/2026
SkillsBenchOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 54.1%Qwen 3.8 27B: 38.1%Vals AIAs of 09/27/2026
SWE-bench VerifiedOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 96.2%Qwen 3.8 27B: 86%Vals AIAs of 09/01/2026
Tax Agent BenchOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 31.1%Qwen 3.8 27B: 30.9%Vals AIAs of 10/26/2026
TaxEval v2Overall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 74.8%Qwen 3.8 27B: 70.9%Vals AIAs of 09/01/2026
Terminal-Bench 2.1Overall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 85.8%Qwen 3.8 27B: 58.4%Vals AIAs of 10/01/2026
Terminal-Bench-ScienceOverall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 20%Qwen 3.8 27B: 0%Vals AIAs of 10/25/2026
Vibe Code Bench v1.1Overall · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 80.5%Qwen 3.8 27B: 64.9%Vals AIAs of 10/26/2026
Code MigrationCLI · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 47.2%Qwen 3.8 27B: 2.2%Vals AIAs of 10/18/2026
CritPt v2Overall · higher is betterGPT-5.6 Sol: 22.9%Qwen 3.8 27B: 0.0%Artificial AnalysisAs of 10/29/2026
CyberBench v1.1Patch · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 89.3%Qwen 3.8 27B: 83.9%Vals AIAs of 10/20/2026
EMBComps · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 71.3%Qwen 3.8 27B: 53.3%Vals AIAs of 10/20/2026
Finance Agent (v2)Adjustments · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 49.2%Qwen 3.8 27B: 47.3%Vals AIAs of 10/20/2026
GDPval-AAOverall · higher is betterGPT-5.6 Sol: 1,431.93 eloQwen 3.8 27B: 1,389.29 eloArtificial AnalysisAs of 10/29/2026
GPQA DiamondFew-Shot CoT · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 94.9%Qwen 3.8 27B: 88.9%Vals AIAs of 09/01/2026
IOIIOI 2024 · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 100%Qwen 3.8 27B: 31.8%Vals AIAs of 10/24/2026
Legal Research BenchAdministrative / Regulatory · All-pass · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 60.6%Qwen 3.8 27B: 45.5%Vals AIAs of 10/26/2026
LegalBenchConclusion Tasks · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 90.5%Qwen 3.8 27B: 88.4%Vals AIAs of 10/13/2026
LiveCodeBenchEasy · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 98.1%Qwen 3.8 27B: 99.1%Vals AIAs of 09/01/2026
MMLU ProBiology · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 94.6%Qwen 3.8 27B: 91.5%Vals AIAs of 09/01/2026
MMMU-ProOverall · higher is betterGPT-5.6 Sol: 81.4%Qwen 3.8 27B: 74.2%Artificial AnalysisAs of 10/29/2026
MortgageTaxNumerical Extraction · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 75.1%Qwen 3.8 27B: 69.4%Vals AIAs of 09/01/2026
ProgramBenchAlmost Resolved · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 23%Qwen 3.8 27B: 1%Vals AIAs of 10/20/2026
SkillsBenchNo Skills · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 43.3%Qwen 3.8 27B: 19.1%Vals AIAs of 09/27/2026
SWE-bench Verified<15 min fix · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 97.4%Qwen 3.8 27B: 90.2%Vals AIAs of 09/01/2026
Tax Agent BenchControversy & Precedence Analysis · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 20%Qwen 3.8 27B: 6.7%Vals AIAs of 10/26/2026
TaxEval v2Correctness · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 65%Qwen 3.8 27B: 60.1%Vals AIAs of 09/01/2026
Terminal-Bench 2.1Easy · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 91.7%Qwen 3.8 27B: 50%Vals AIAs of 10/01/2026
Terminal-Bench-ScienceEarth Sciences · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 25%Qwen 3.8 27B: 0%Vals AIAs of 10/25/2026
Code MigrationCOBOL · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 70%Qwen 3.8 27B: 50%Vals AIAs of 10/18/2026
CritPt v2Overall · higher is betterGPT-5.6 Sol: 5.1%Qwen 3.8 27B: 0.3%Artificial AnalysisAs of 10/29/2026
CyberBench v1.1PoC · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 63.3%Qwen 3.8 27B: 51.7%Vals AIAs of 10/20/2026
EMBDataroom · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 85.2%Qwen 3.8 27B: 79.7%Vals AIAs of 10/20/2026
Finance Agent (v2)All-Pass · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 41.4%Qwen 3.8 27B: 36.8%Vals AIAs of 10/20/2026
GDPval-AAOverall · higher is betterGPT-5.6 Sol: 1,250.38 eloQwen 3.8 27B: 1,082.47 eloArtificial AnalysisAs of 10/29/2026
GPQA DiamondZero-Shot CoT · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 95.5%Qwen 3.8 27B: 88.9%Vals AIAs of 09/01/2026
IOIIOI 2025 · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 88.3%Qwen 3.8 27B: 48.5%Vals AIAs of 10/24/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 90.7%Qwen 3.8 27B: 88.5%Vals AIAs of 10/26/2026
LegalBenchInterpretation Tasks · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 84.4%Qwen 3.8 27B: 82%Vals AIAs of 10/13/2026
LiveCodeBenchHard · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 67.4%Qwen 3.8 27B: 65.7%Vals AIAs of 09/01/2026
MMLU ProBusiness · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 93.3%Qwen 3.8 27B: 90.2%Vals AIAs of 09/01/2026
MMMU-ProOverall · higher is betterGPT-5.6 Sol: 71.9%Qwen 3.8 27B: 69.9%Artificial AnalysisAs of 10/29/2026
MortgageTaxSemantic Extraction · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 59.5%Qwen 3.8 27B: 60.5%Vals AIAs of 09/01/2026
ProgramBenchFully Resolved · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 1.5%Qwen 3.8 27B: 0%Vals AIAs of 10/20/2026
SkillsBenchWith Skills · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 54.1%Qwen 3.8 27B: 38.1%Vals AIAs of 09/27/2026
SWE-bench Verified>4 hours · higher is betterTest setup not documented as identicalGPT-5.6 Sol: 100%Qwen 3.8 27B: 66.7%Vals AIAs of 09/01/2026