Model comparison

Claude 2.1 vs Claude Opus 4.8

Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 24.9 on the Noometry Index.

Last verified . 6 shared benchmarks.

Claude 2.1 Anthropic

24.9

Rank #340 Reported

Claude Opus 4.8 Anthropic

60.7

Rank #9 Confirmed

Summary

  • They share 6 benchmarks with published results for both. Claude 2.1 scores higher in 0 categories and Claude Opus 4.8 in 4 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Opus 4.8 leads 78.2 to 9.6.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 1.9% for Claude 2.1 and 98.3% for Claude Opus 4.8.

Side by side

Claude 2.1 and Claude Opus 4.8 specifications
Claude 2.1Claude Opus 4.8
ProviderAnthropicAnthropic
Noometry Index24.960.7
Released2023-11-212026-05-28
WeightsProprietaryProprietary
Context window—1M
Max output—128K
Input $ / M tokens—$5
Output $ / M tokens—$25
Results tracked765

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Category by category

Coding Claude Opus 4.8 leads

Claude 2.1: 25.8 (#322), Claude Opus 4.8: 60.2 (#9)

Coding benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
WeirdML7.1%82.9%
DeepSWE—59%
FrontierCode—46.5%
LMArena WebDev—1556
SciCode—53.5%
GSO—47.1%
LMArena Coding—1491
ALE-Bench—1,564

Agentic & Tool Use Not comparable

Claude 2.1: —, Claude Opus 4.8: 47.6 (#10)

Agentic & Tool Use benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
APEX-Agents—48.9%
OSWorld 2.0—20.6%
Remote Labor Index—8.3%
τ²-bench Banking—39.7%
DeepResearch Bench—50.2%
PostTrainBench—33.8%
GBAEval—70.9%
GDP.pdf—24%
LMArena Search—1204
Vending-Bench 2—5,787

Reasoning Claude Opus 4.8 leads

Claude 2.1: 20.6 (#216), Claude Opus 4.8: 64.6 (#14)

Reasoning benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
DTBench51%94.9%
Epoch Capabilities Index119.22158.3
ForecastBench54.259.9
ARC-AGI-2—72.1%
SimpleBench—64.8%
Kagi LLM Benchmark—88.8%
NYT Connections (extended)—91.1%
ARC-AGI-1—92.5%
CritPt—20.9%
Chess Puzzles—34%
EnigmaEval—23.5%
EBR-Bench—28.6%
LMArena Hard Prompts—1481
Mystery Game Puzzles—36%
LMCA—57.5%
Surface Evolver Bench—87.5%
Bench to the Future 3—0.14

Math Claude Opus 4.8 leads

Claude 2.1: 9.6 (#309), Claude Opus 4.8: 78.2 (#11)

Knowledge Claude Opus 4.8 leads

Claude 2.1: 15.5 (#287), Claude Opus 4.8: 61.3 (#26)

Knowledge benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
GPQA Diamond33%91%
SimpleQA Verified—53%
LMArena Expert—1501
MMLU73.5%—

Multimodal Not comparable

Claude 2.1: —, Claude Opus 4.8: 43.2 (#20)

Multimodal benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
LMArena Vision—1295
Blueprint-Bench 2—14.5%
Furniture Assembly—42.5%
LMArena Document—1475

Multilingual Not comparable

Claude 2.1: —, Claude Opus 4.8: 55.4 (#31)

Multilingual benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
LMArena Non-English—1450
LMArena Chinese—1509
LMArena French—1482
LMArena German—1470
LMArena Japanese—1440
LMArena Korean—1432
LMArena Russian—1476
LMArena Spanish—1470

Instruction Following Not comparable

Claude 2.1: —, Claude Opus 4.8: 77.6 (#22)

Instruction Following benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
LMArena Instruction Following—1476

Long Context Not comparable

Claude 2.1: —, Claude Opus 4.8: 45.4 (#37)

Long Context benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
LMArena Longer Query—1482

Writing & Preference Not comparable

Claude 2.1: —, Claude Opus 4.8: 72.1 (#17)

Writing & Preference benchmarks
BenchmarkClaude 2.1Claude Opus 4.8
LMArena Text—1460
LMArena Creative Writing—1453
EQ-Bench Creative Writing—1840
EQ-Bench 4—1281
LMArena Multi-Turn—1476

Frequently asked questions

Is Claude 2.1 better than Claude Opus 4.8?

Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 24.9 on the Noometry Index.

Is Claude 2.1 or Claude Opus 4.8 better for coding?

Claude Opus 4.8 scores higher on coding benchmarks: 60.2 versus 25.8 in the Noometry coding category.

How many benchmarks do Claude 2.1 and Claude Opus 4.8 share?

6 benchmarks have published results for both models. Claude 2.1 has 7 scored results on Noometry and Claude Opus 4.8 has 65.

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