AI IQ
Anthropic

opus-4.1

Public AI IQ model profile with source-backed benchmark results and derived ranking context.

IQ
97
EQ
n/a
Effective Cost
n/a
IQ Rank
#64

IQ Dimensions

DimensionIQCoverage
Abstract Reasoning770/3
Mathematical Reasoning1033/5
Scientific Reasoning1153/4
Frontend Engineering871/4
Backend Engineering1022/9
Computer Use970/7
Reliability1002/5

Benchmark Results

BenchmarkScoreDimension
AIME78.179Mathematical Reasoning
BullshitBench v242Reliability
FACTS Grounding54.8Reliability
FrontierMath Tier 1-312.6Mathematical Reasoning
FrontierMath Tier 42.4Mathematical Reasoning
GPQA Diamond76.3Scientific Reasoning
Humanity's Last Exam11.5Scientific Reasoning
LiveCodeBench66.5Backend Engineering
SciCode40.9Scientific Reasoning
SWE-Bench Verified74.5Backend Engineering
Arena.ai WebDev1386Frontend Engineering