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Compare AI models by capability and cost-effectiveness

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Programming & Development

54/253 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

7Grok 4 Fast83.5

8Grok 481.7

9Gemini 2.5 Pro80.8

10o380.2

11GPT-5 Nano78.3

12DeepSeek V3.1 (250821)77.8

13DeepSeek R1 (250528)77.5

14Doubao Seed 1.6 (250615)75.8

15o3-mini73.8

Logical Reasoning

63/253 models

HLE: Complex reasoning and problem-solving

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

1Gemini 3.1 Pro Preview44.4

2GLM-4.742.8

3GPT-5.4 Mini41.5

4Claude Opus 4.640.0

5GPT-5.4 Nano37.7

6Gemini 3 Pro Preview37.5

7GPT-5.234.5

8Gemini 3 Flash Preview33.7

9Claude Sonnet 4.633.2

10Claude Opus 4.530.8

11GPT-5.126.4

12GPT-5 Codex25.5

13Grok 423.9

14GPT-5.1 CodeX23.5

15Gemini 2.5 Pro21.6

Knowledge Q&A

58/253 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

8Grok 487.0

9Grok 4 Fast86.8

10Gemini 2.5 Flash86.6

11Doubao 1.5 Thinking Pro (250415)86.2

12GPT-5.1 CodeX86.0

13GPT-5.186.0

14GPT-5 Codex86.0

15o385.6

Scientific Research

69/253 models

GPQA: Graduate-level science questions

Use Cases: Academic research, scientific writing, experiment design

1Gemini 3.1 Pro Preview94.3

2GPT-5.292.4

3Gemini 3 Pro Preview91.9

4Claude Opus 4.691.3

5Gemini 3 Flash Preview90.4

6Claude Sonnet 4.689.9

7GPT-5 Pro88.6

8GPT-5.4 Mini88.0

9GPT-5.187.9

10Grok 487.4

11Claude Opus 4.587.0

12Gemini 3.1 Flash-Lite Preview86.9

13Gemini 2.5 Pro86.4

14GPT-5.1 CodeX86.0

15GLM-4.785.7

Mathematical Computation

49/253 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

9Grok 493.5

10Grok 4 Fast91.9

11o4-mini91.4

12GPT-5 Mini89.9

13DeepSeek V3.1 (250821)89.2

14Gemini 2.5 Pro88.0

15o387.6

AI Agent

49/253 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

6Grok 3 Mini90.1

7Claude Opus 4.588.9

8GLM-4.787.4

9Claude Sonnet 4.587.2

10GPT-5 Codex87.0

11GPT-5.1 CodeX82.0

12GPT-5.181.1

13o380.5

14Gemini 2.5 Flash79.5

15Gemini 2.5 Pro77.8

SciCode

53/253 models

SciCode: Scientific coding challenges

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

1Gemini 3.1 Pro Preview59.0

2o4-mini46.2

3Grok 445.9

4Grok 4 Fast44.3

5GPT-5.143.3

6Claude Sonnet 4.543.1

7Gemini 2.5 Pro42.4

8Claude Opus 441.2

9Claude Opus 4.141.1

10o341.0

11GPT-5 Codex40.8

12DeepSeek R1 (250528)40.8

13Grok 3 Mini40.8

14GPT-5.1 CodeX40.5

15GPT-4.1 Mini40.1

Terminal

54/253 models

Terminal-Bench: Command-line operations

Use Cases: Shell scripting, system administration, DevOps automation

1Gemini 3.1 Pro Preview68.5

2Claude Opus 4.665.4

3GPT-5.2-Codex64.0

4GPT-5.262.2

5GPT-5.4 Mini60.0

6Claude Opus 4.559.8

7Claude Sonnet 4.659.1

8GPT-5.1 CodeX Max57.5

9Gemini 3 Pro Preview54.2

10Gemini 3 Flash Preview47.6

11GPT-5.4 Nano46.3

12Claude Sonnet 4.542.8

13GPT-5.142.4

14GLM-4.741.0

15Grok 437.7

Instruction

44/253 models

IFEval: Instruction following accuracy

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

1o3-mini93.4

2DeepSeek Reasoner87.5

3Doubao 1.5 Thinking Pro (250415)86.4

4Grok 383.8

5GPT-5 Mini76.1

6GPT-5 Codex74.0

7GPT-5.173.3

8o371.3

9GPT-5.1 CodeX70.0

10o4-mini68.5

11GPT-5 Nano67.6

12Claude Opus 4.155.3

13Grok 453.3

14Doubao Seed 1.6 (250615)50.8

15Grok 4 Fast50.7