BenchLeader

Claude Opus 4.7 vs GPT-6 Sol

Verdict
  • GPT-6 Sol (max) leads on quality: 67.7 vs 64.4.
  • Claude Opus 4.7 is stronger in agents & tools, coding, human preference, maths, multimodal.
  • GPT-6 Sol (max) is stronger in knowledge, reasoning, composite, long context.
  • GPT-6 Sol (max) is 2.5× cheaper ($4.00 vs $10.00 per 1M blended).
  • GPT-6 Sol (max) streams 2.6× faster (126 vs 49 tokens per second).
MetricClaude Opus 4.7GPT-6 Sol (max)
BenchLeader Index64.467.7
Agents & tools score67.6
Coding score64.7
Human preference score69.0
Knowledge score62.375.4
Maths score67.6
Multimodal score67.767.1
Reasoning score65.495.0
Composite score86.2
Long context score67.7
Blended price $/M$10.00$4.00
Output speed49 tok/s126 tok/s
Time to first answer1.3 s107.2 s
Context window1M1.1M
Humanity's Last Exam36.2%
Terminal-Bench80.2%
SimpleBench61.7%
WeirdML76.4%
FrontierCode38.5%
GSO-Bench44.1%
Epoch Capabilities Index156.4
LMArena Text1494
LMArena Hard Prompts1519
LMArena Coding1547
LMArena WebDev1557
LMArena Vision1318
AA Intelligence Index47.5
AA-LCR83.7%
MMMU-Pro83.3%
AA-Omniscience27.1
Humanity's Last Exam (AA)47.9%
SciCode (AA)57.6%
AIME (Vals)96.3%
LiveCodeBench85.1%
MMLU-Pro89.9%
LegalBench85.3%
CorpFin66.1%
TaxEval75.3%
Terminal-Bench 2.1 (Vals)68.5%
SWE-bench (Vals)82.0%
GPQA Diamond (Vals)90.2%
Vals Index56.1
HiL-Bench41.7%
EQ-Bench 41311
Kagi LLM Benchmark73.3%
CritPt30.9%
GDPval (AA)49.4%
CaseLaw v268.4%
Code Migration43.9%
Excel Modeling Benchmark63.7%
Finance Agent v251.5%
Harvey's Legal Agent Benchmark6.7%
Legal Research Bench38.5%
MedCode54.9%
MedScribe83.0%
MMMU-Pro (Vals)85.5%
MortgageTax70.3%
ProgramBench0.0%
SAGE56.1%
Terminal-Bench 2.0 (Vals)68.5%
Vals Multimodal Index67.4%
Vibe Code Bench v1.171.0%
SWE Atlas: Codebase QnA40.3%
SWE Atlas: Refactoring48.6%
SWE Atlas: Test Writing38.5%
LMArena Maths1491
LMArena Creative Writing1481
LMArena Instruction Following1493
LMArena Multi-turn1515
LMArena Longer Queries1507
LMArena Search1212
LMArena Document1494
Mystery Game Puzzles13.0%
ExploitBench26.5%
ForecastBench60.3%
GBAEval43.8%
ALE-Bench1323.0
Vending-Bench 210936.8
Blueprint-Bench 224.5%
Terminal-Bench 4.0 (AA)43.9%
AutomationBench61.6%
GDP.pdf24.8%
MLCR16.1%
AA-Omniscience: accuracy54.5%
AA-Omniscience: non-hallucination39.9%
AA-Briefcase1483

Data as of 2026-09-23. Best configuration of each model; every score links to its source on the model pages.

Claude Opus 4.7 vs GPT-6 Sol: questions

Is Claude Opus 4.7 better than GPT-6 Sol?
GPT-6 Sol (max) leads on quality: 67.7 vs 64.4. The BenchLeader Index combines every independent quality benchmark; GPT-6 Sol (max) is ahead overall as of 2026-09-23, but check the category scores for your use.
Which is cheaper, Claude Opus 4.7 or GPT-6 Sol?
GPT-6 Sol is cheaper: $4.00 against $10.00 per million tokens, blended at three input tokens per output token.
Which is faster, Claude Opus 4.7 or GPT-6 Sol?
GPT-6 Sol streams faster: 126 against 49 output tokens per second.
Which has the larger context window?
GPT-6 Sol accepts more context: 1.1M against 1M tokens.