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Compare AI models by capability and cost-effectiveness

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Programming & Development

46/229 models

LiveCodeBench: Real-world coding tasks

Use Cases: Code completion, debugging, code review, script generation

1GPT-5.186.4

2o4-mini86.1

3GPT-5 Codex85.0

4GLM-4.784.9

5GPT-5.1 CodeX84.5

6GPT-5 Mini83.7

7Gemini 2.5 Pro80.8

8o380.2

9GPT-5 Nano78.3

10DeepSeek V3.1 (250821)77.8

11DeepSeek R1 (250528)77.5

12Doubao Seed 1.6 (250615)75.8

13o3-mini73.8

14GLM-4.573.4

15Gemini 3.1 Flash-Lite Preview72.0

Logical Reasoning

58/229 models

HLE: Complex reasoning and problem-solving

Use Cases: Complex decision-making, multi-step analysis, logical reasoning

1Claude Opus 4.746.9

2Gemini 3.1 Pro Preview44.4

3GPT-5.5 Pro43.1

4GLM-4.742.8

5GPT-5.4 Mini41.5

6GPT-5.541.4

7Claude Opus 4.640.0

8GPT-5.4 Nano37.7

9Gemini 3 Pro Preview37.5

10GPT-5.234.5

11Gemini 3 Flash Preview33.7

12Claude Sonnet 4.633.2

13Claude Opus 4.530.8

14GPT-5.126.4

15GPT-5 Codex25.5

Knowledge Q&A

50/229 models

MMLU Pro: Broad knowledge assessment

Use Cases: Expert Q&A, fact-checking, educational tutoring

1Gemini 3 Pro Preview91.8

2Claude Opus 4.590.8

3GPT-5.289.6

4Gemini 2.5 Pro89.5

5Claude Sonnet 4.589.1

6Claude Opus 4.189.0

7Claude Opus 487.0

8Gemini 2.5 Flash86.6

9GPT-5.1 CodeX86.0

10GPT-5.186.0

11GPT-5 Codex86.0

12o385.6

13DeepSeek R1 (250528)85.5

14DeepSeek Reasoner85.3

15Doubao Seed 1.6 (250615)84.8

Scientific Research

62/229 models

GPQA: Graduate-level science questions

Use Cases: Academic research, scientific writing, experiment design

1Gemini 3.1 Pro Preview94.3

2Claude Opus 4.794.2

3GPT-5.593.6

4GPT-5.292.4

5Gemini 3 Pro Preview91.9

6Claude Opus 4.691.3

7Gemini 3 Flash Preview90.4

8Claude Sonnet 4.689.9

9GPT-5 Pro88.6

10GPT-5.4 Mini88.0

11GPT-5.187.9

12Claude Opus 4.587.0

13Gemini 3.1 Flash-Lite Preview86.9

14Gemini 2.5 Pro86.4

15GPT-5.1 CodeX86.0

Mathematical Computation

41/229 models

AIME: Competition-level math problems

Use Cases: Financial analysis, data computation, statistical reasoning

1GPT-5.2100.0

2GPT-5 Codex99.0

3GPT-5 Pro97.2

4GLM-4.795.7

5Gemini 3 Flash Preview95.2

6GPT-5.1 CodeX95.1

7Gemini 3 Pro Preview95.0

8GPT-5.194.0

9o4-mini91.4

10GPT-5 Mini89.9

11DeepSeek V3.1 (250821)89.2

12Gemini 2.5 Pro88.0

13o387.6

14o3-mini87.0

15Claude Sonnet 4.587.0

AI Agent

41/229 models

Tau2: Autonomous task completion

Use Cases: Automated workflows, multi-tool invocation, complex task decomposition

1Claude Opus 4.691.9

2Claude Sonnet 4.691.7

3Gemini 3.1 Pro Preview90.8

4Gemini 3 Pro Preview90.7

5Gemini 3 Flash Preview90.2

6Claude Opus 4.588.9

7GLM-4.787.4

8Claude Sonnet 4.587.2

9GPT-5 Codex87.0

10GPT-5.1 CodeX82.0

11GPT-5.181.1

12o380.5

13Gemini 2.5 Flash79.5

14Gemini 2.5 Pro77.8

15GLM-4.677.6

SciCode

45/229 models

SciCode: Scientific coding challenges

Use Cases: Scientific computing, research code, data analysis scripts

1Gemini 3.1 Pro Preview59.0

2o4-mini46.2

3GPT-5.143.3

4Claude Sonnet 4.543.1

5Gemini 2.5 Pro42.4

6Claude Opus 441.2

7Claude Opus 4.141.1

8o341.0

9GPT-5 Codex40.8

10DeepSeek R1 (250528)40.8

11GPT-5.1 CodeX40.5

12GPT-4.1 Mini40.1

13o3-mini39.9

14Doubao Seed 1.6 (250615)39.8

15Claude 3.7 Sonnet (20250219)39.6

Terminal

48/229 models

Terminal-Bench: Command-line operations

Use Cases: Shell scripting, system administration, DevOps automation

1GPT-5.582.7

2Claude Opus 4.769.4

3Gemini 3.1 Pro Preview68.5

4Claude Opus 4.665.4

5GPT-5.2-Codex64.0

6GPT-5.262.2

7GPT-5.4 Mini60.0

8Claude Opus 4.559.8

9Claude Sonnet 4.659.1

10GPT-5.1 CodeX Max57.5

11Gemini 3 Pro Preview54.2

12Gemini 3 Flash Preview47.6

13GPT-5.4 Nano46.3

14Claude Sonnet 4.542.8

15GPT-5.142.4

Instruction

35/229 models

IFEval: Instruction following accuracy

Use Cases: Precise task execution, format compliance, constraint adherence

1o3-mini93.4

2DeepSeek Reasoner87.5

3GPT-5 Mini76.1

4GPT-5 Codex74.0

5GPT-5.173.3

6o371.3

7GPT-5.1 CodeX70.0

8o4-mini68.5

9GPT-5 Nano67.6

10Claude Opus 4.155.3

11Doubao Seed 1.6 (250615)50.8

12Gemini 2.5 Pro48.5

13Claude 3.7 Sonnet (20250219)47.8

14Claude Sonnet 445.7

15GPT-545.0