BlogLLM Benchmark Scores as Published, Side by Side

Claude Opus 4: Benchmark Scores as Published

Every result the catalog holds for Claude Opus 4: 34 tests in 8 areas, from 4 pages. 8 printed by Anthropic itself, the rest by the company named beside each number. Each number is as printed; nothing is ranked or rescored.

Developer AnthropicReleased 2025-05-22Data version 2026103001, as of 2026-10-30

Agentic Coding

TestValuePrinted bySetup as printed
SWE-bench Verified79.4%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15; printed on 2 more pagesEffort: none; Attempt budget: parallel test-time compute: multiple samples, the best selected by an internal scoring model
72.5%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15Effort: none
Terminal-Bench (version not stated)50%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15; printed on 2 more pagesEffort: none; Attempt budget: parallel test-time compute: multiple samples, the best selected by an internal scoring model
43.2%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15Effort: none
39.2%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15Effort: none; Harness: the same agent as the non-Claude models
SWE-bench Verified (agentless, single patch without test)53%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking; Harness: agentless
SWE-bench Verified (multiple attempts)79.4%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking; Harness: agentic, multiple attempts

Science and Math

TestValuePrinted bySetup as printed
GPQA Diamond83.3%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15; printed on 2 more pagesEffort: extended thinking, up to 64K; Attempt budget: parallel test-time compute: multiple samples, the best selected by an internal scoring model
74.9%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15Effort: none
79.6%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15Effort: extended thinking, up to 64K
AIME 202590%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15; printed on 2 more pagesEffort: extended thinking, up to 64K; Attempt budget: parallel test-time compute: multiple samples, the best selected by an internal scoring model
75.5%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15Effort: extended thinking, up to 64K
HMMT February 202515.9%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
AIME 202448.2%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
MATH-50094.4%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
CNMO 202457.6%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
PolyMath (en)49.8%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking

Multimodal Understanding

TestValuePrinted bySetup as printed
MMMU (validation)76.5%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15; printed on 1 more pageEffort: extended thinking, up to 64K

General Knowledge and Reasoning

TestValuePrinted bySetup as printed
Humanity's Last Exam (no tools)7.1%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
MMLU-Pro86.6%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
MMLU-Redux94.2%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
SuperGPQA56.5%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
MMLU92.9%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
SimpleQA22.8%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
AutoLogi86.1%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
LiveBench (2024-11-25)74.6%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
ZebraLogic59.3%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking

Code Generation

TestValuePrinted bySetup as printed
LiveCodeBench v647.4%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
Aider polyglot70.7%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
MultiPL-E89.6%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
OJBench (language not stated)19.6%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking

Tool Use and Workflows

TestValuePrinted bySetup as printed
τ²-bench Telecom57%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
τ²-bench Retail81.8%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
τ²-bench Airline60%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
τ-bench Airline59.6%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15; printed on 1 more pageEffort: extended thinking, up to 64K
τ-bench Retail81.4%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15; printed on 1 more pageEffort: extended thinking, up to 64K
AceBench75.6%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking

Instruction Following

TestValuePrinted bySetup as printed
MultiChallenge49%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking
IFEval (prompt-level strict)87.4%Moonshot AI, Kimi K2 release pagechecked 2026-10-15Effort: no extended thinking

Multilingual

TestValuePrinted bySetup as printed
MMMLU88.8%Anthropic, Claude Opus 4 and Claude Sonnet 4checked 2026-10-15; printed on 1 more pageEffort: extended thinking, up to 64K

Price

API list prices in US dollars per one million tokens, as printed on the developer's pricing page on the day checked.

PriceValuePrinted bySetup as printed
Input$15Anthropic, Anthropic API pricingchecked 2026-10-15-
Cached input$1.5Anthropic, Anthropic API pricingchecked 2026-10-15-
Cache write$18.75Anthropic, Anthropic API pricingchecked 2026-10-15Cache: 5 minute cache
Cache write, 1 hour$30Anthropic, Anthropic API pricingchecked 2026-10-15-
Output$75Anthropic, Anthropic API pricingchecked 2026-10-15-
Input, batch$7.5Anthropic, Anthropic API pricingchecked 2026-10-15-
Output, batch$37.5Anthropic, Anthropic API pricingchecked 2026-10-15-

More from Anthropic

Every number here is read from the same catalog file as the benchmark table, data version 2026103001. Where one page printed the model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.