BenchLeader

Claude Opus 4.7 vs Step 5 Preview

Verdict
  • Claude Opus 4.7 and Step 5 Preview are level on quality (64.5 vs 65.0).
  • Claude Opus 4.7 is stronger in agents & tools, coding, human preference, maths, multimodal.
  • Step 5 Preview is stronger in knowledge, reasoning, composite, long context.
  • Step 5 Preview is 7.0× cheaper ($1.43 vs $10.00 per 1M blended).
MetricClaude Opus 4.7Step 5 Preview
BenchLeader Index64.565.0
Agents & tools score67.5
Coding score64.7
Human preference score69.0
Knowledge score62.372.0
Maths score67.5
Multimodal score67.760.8
Reasoning score66.582.1
Composite score84.4
Long context score70.8
Blended price $/M$10.00$1.43
Output speed53 tok/s
Time to first answer1.6 s
Context window1M1M
Humanity's Last Exam36.2%
Terminal-Bench80.2%
SimpleBench61.7%
WeirdML76.4%
FrontierCode38.5%
GSO-Bench44.1%
Epoch Capabilities Index156.3
LMArena Text1494
LMArena Hard Prompts1519
LMArena Coding1547
LMArena WebDev1557
LMArena Vision1318
AA Intelligence Index43.6
AA-LCR88.3%
MMMU-Pro76.4%
AA-Omniscience16.4
Humanity's Last Exam (AA)46.5%
SciCode (AA)58.9%
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%
CritPt20.9%
GDPval (AA)53.6%
CaseLaw v268.4%
Code Migration43.9%
CyberBench52.1%
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%
ForecastBench59.6%
GBAEval43.8%
ALE-Bench1323.0
Vending-Bench 210936.8
Blueprint-Bench 224.5%

Data as of 2026-09-19. Best configuration of each model; every score links to its source on the model pages.

Claude Opus 4.7 vs Step 5 Preview: questions

Is Claude Opus 4.7 better than Step 5 Preview?
Claude Opus 4.7 and Step 5 Preview are level on quality (64.5 vs 65.0). The BenchLeader Index combines every independent quality benchmark; Step 5 Preview is ahead overall as of 2026-09-19, but check the category scores for your use.
Which is cheaper, Claude Opus 4.7 or Step 5 Preview?
Step 5 Preview is cheaper: $1.43 against $10.00 per million tokens, blended at three input tokens per output token.
Which has the larger context window?
Both accept 1M tokens of context.